{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy\n",
    "import altair as alt\n",
    "import matplotlib.pyplot as plt\n",
    "import shap\n",
    "import joblib\n",
    "from tqdm import tqdm\n",
    "\n",
    "from interaction_effects.marginal import MarginalExplainer\n",
    "from interaction_effects.plot import summary_plot\n",
    "import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "primal_effects = []\n",
    "sample_shap    = []\n",
    "for i in range(10):\n",
    "    primal_effects.append(np.load('primal_effects{}.npy'.format(i)))\n",
    "    sample_shap.append(np.load('sample_shap{}.npy'.format(i)))\n",
    "primal_effects = np.concatenate(primal_effects, axis=0)\n",
    "sample_shap = np.concatenate(sample_shap, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca_model = joblib.load('pca.model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 500)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "primal_effects.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(500, 14932)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca_model.components_.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_total_orig, y_train_total, \\\n",
    "X_train, y_train, \\\n",
    "X_vald,  y_vald, \\\n",
    "X_test_orig, y_test = data.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = X_test_orig[:100].values\n",
    "X_train_total = X_train_total_orig.values\n",
    "X_test_pca = pca_model.transform(X_test)\n",
    "X_train_total_pca = pca_model.transform(X_train_total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 747/747 [01:14<00:00,  9.97it/s]\n"
     ]
    }
   ],
   "source": [
    "shap_values_genes    = np.zeros((sample_shap.shape[0],    X_train_total.shape[1]))\n",
    "primal_effects_genes = np.zeros((primal_effects.shape[0], X_train_total.shape[1]))\n",
    "for i in tqdm(range(len(X_train_total))):\n",
    "    difference = (X_test - X_train_total[i:i+1])\n",
    "    denom = (X_test_pca - X_train_total_pca[i:i+1])\n",
    "    normalized_sample_shap = sample_shap / denom\n",
    "    single_reference_shap  = np.dot(normalized_sample_shap, pca_model.components_) * difference\n",
    "    shap_values_genes += single_reference_shap\n",
    "    \n",
    "    normalized_primal_effects = primal_effects / denom\n",
    "    single_reference_primal   = np.dot(normalized_primal_effects, pca_model.components_) * difference\n",
    "    primal_effects_genes += single_reference_primal\n",
    "    \n",
    "    assert(np.allclose(np.sum(sample_shap, axis=-1), np.sum(single_reference_shap, axis=-1)))\n",
    "    assert(np.allclose(np.sum(primal_effects, axis=-1), np.sum(single_reference_primal, axis=-1)))\n",
    "\n",
    "shap_values_genes /= len(X_train_total)\n",
    "primal_effects_genes /= len(X_train_total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert(np.allclose(np.sum(sample_shap, axis=-1), np.sum(shap_values_genes, axis=-1)))\n",
    "assert(np.allclose(np.sum(primal_effects, axis=-1), np.sum(primal_effects_genes, axis=-1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save('primal_effects_genes.npy', primal_effects_genes)\n",
    "np.save('shap_values_genes.npy', shap_values_genes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "interaction_effects_genes = shap_values_genes - primal_effects_genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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n1A3pn8KIRCRs6hYRkVD13r8HV/7amNs3jyHly9hz+Vq+2vlodkt1YCISGrVciEioeh3Rl3x89lhWS1Ftd2b12JV1r85PdVgiEiK1XIhIqAZ29pg8bACvDOxLWW4ee64v56eFtakOSyRtZMs4i2RquRCRUK1fWMmTo3ZhTX4+jdEIU7t3YWZ/XSkiks0ytuXCOTcBOBBoAGLAV8CNZvacc+5roE9iWRxYBrwD3GpmXyTVsWG9xsS6nwPXmNmExHIfqEnUUQd8DFxhZtNDP0CRLLF8dSPXv/0ql378AUtKO3HGyeezT20j0DPVoYmkCbVcpJsbzKwE6A48CTzlnBueWHaxmZUCXYBTCN696c65A5rVcXGijn7AVOAl51znpOXfTizfCVgFvBDa0YhkmcblZSw46Sl+MvU98uIxdi5bx21vjWOX//k/6n/6LH5jbLPb3vVRI3vfWcs5z9RTXut3YNSSDdbW+JzxYox9Hm3koZnxVIezw8n05AIAM2sE7gSiwO7NlvlmNsfMLgUmAX/ZTB01wL1ACTC0heUVwGPAYOdcj/Y9ApHsNOnSCdT6BdRE83hl8H48O/RwSqoilNat59OnZ9N43wctbvfJ8jg/HtfA9OU+/zszxu/fbujYwCXjXfVenGfn+ny8Ei5+I84X69I3QdV9LtKUcy4P+DFB18aMLaz6FHCAc+4bz3t2zhUDlwFlwNwWlncBLgRWAuvbIeytqqioUFnljC5XVsWpzCvmpSEHs6DPQFZ174HtNJLlxV1YW1QMq6ta3HZNtY+f9FmwrKyhxfpVVnlz5eUVjRvLcR/W1m5/ndJ6nu+nbza3JYkxF/sTjIWoB+YBfzSzlxJjKa41s8eabTMWeAUYYGZLEuv1JEhK6oBPgd+Z2fuJ9X2gEvCBUmARcJaZTQr9AAOZ+eaIJKyduYaXT3yTdb264Uc3fZdZWVDL1YumUjzxF3h9O39ju8aYzylP1PPKF3F6FMH47+ezZ5+s+C4kHeSjZT7HPhtjfR18Z5jHMydHiHjb3SoQSrNCpff/mpzrS/zbM775ImMHdCbcZGY3tmH9AQSDM9clzbuseRLSzFgzm+icGwa8DOxG0L0iIlvRbffuHPfg/jz5m43jqPGBY344kuKzj8PLa/kUlBP1ePm8PBaX+3Qv9CjKy/hzrXSw/fp6LL4syro66F8C3vYnFqHJlq6QZDvaV4GzgMlmVt3WDRNXmfwIuN0516/dIxPJUp0O24nCqnrinkfc84hFIjR8WbnZxGIDz/MY2DmixEK2WXGex4BSL60Ti2y1QyQXzrlhzrm7gIOBK7a1HjN7G5gM/K69YhPJdv6ySvovXUN+TQNezGfI/GXMjxRvfUMRyVjZnFzc75yrcM6VA+MIuoD2NrOWh6e33u+Bi5xz37iiRES+6YOXVpJb67PXjEXsN2U+C4tL2Hnv0lSHJSIhytgBnTsIvTmS8R6/chY1T8zhPwfuSiwSYed5Szn36f3YY8g3LtoSSXeh9K+Ue//d5Fzfyf9LxvfjZPqAThFJc4MP687jXwxlUF0dACuH9KZTfjY3moqIkgsRCdXwPh4lsU134uxS30CPLjr1iGyS8Q0V36CvDyISqm79i+iyvnzjdG5dPSXFSi5Espn+wkUkVDl9irns8t68+cdPaSjI4YRHj0h1SCJpJRvvc6HkQkRC1+Ps4ZQUzwGg+4hOKY5GRMKm5EJERCSFsrHlQmMuREREpF2p5UJEQjd5QYyfTjsI34eSEQ0cOTw31SGJpBG1XIiItNlxD9awIFrCwpwSTn68PtXhiEjIlFyISKjq6+LU4XHQgmUc9tUS4r5PVWVDqsMSSRt+s1c2ULeIiIRq3vQKLp88h4GJe10csnA5kUaX4qhEJExKLkQkVHVFOQxaux4/EjSU9qysJr9Epx6RDXS1iIhIGw1ctAAvFt84Hfc8ll37SgojEpGwKbkQkVAtnLKSEWtn05ATpT4vl9rCAh77sJTaCo27EAl4zV6ZT8mFiITqiroh7LVyJg35+TTm5oLnEfNymDlueapDE5GQZG3Hp3NuAjDezG7c3HznnA/UAHGgFpgG/MrMZjjndgLmA9UEA3irgfeBX5rZ/I46DpFMtWZhNbXr6lm2GjxijFgxhzm9R4DvE43FNO5COsT0lT4FUdi1e/q2CGjMRXb6tpmVALsAZcBLzZaPSCwfDXQBHurg+EQyzkdPL+GBc6fw6nff5jdvfsTs4l0Zs+BjRi+aRafKdRQUNLLb2D6pDlOy3E//E2PvR2OMfCjGX6bEt76BtBslFwlmVgY8Agx0znVvYfkq4FlA19CJbMWUZ5ZQUF1LbmMMgPpoZ7pVwjFfzGDMwi9oqK0iEs2+b2uSPupjPv/8eNNdI26bmr7JhY/X5JUNlFwkOOe6At8H5pvZmhaW9wHOAuZ0VEwVFRUqq5yR5c59C4jlRDfOG7V+4caTze4r5rOkuPtmt1VZ5fYo11VX0r904yQ7d97+OqX1PN/PlvuBNZUYW7E/UNdsUQlwXdKYi0ogRjCmwoCrzOyzpDEX5QRJWAnwKXCGmc3ukIPInpu1yQ6mfFUd79z7NZXTV1H92SoOX/QJ/SqDnL02J5frv/1d/jruwBRHKdnu01U+v/8gTkEO3HJYhAGl290qEEqzwmrvmibn+h7+TRnffJHtI6pu2syAzmRjzWziFuoYbWaLnXMO+DewM9BRyYVIRurUM5+TrhkBjOCrkx7ko+qh7EmEHD/Op10Hc8LiOYCSCwnXbj09njsluvUVpd2pW6SVzMyAa4H7nHNFqY5HJFP0oZz1xaV82HMUE3vtxtr8TvQbOzjVYYmkDY25kEcJuk9+lupARDJF4cWHsKJfT9b26EJZ11KWDejF0J/sk+qwRCRESi7awMxiwPXAlYkBoCKyFeu+tQ+RuI8fjRLLySGeEyXSozjVYYmkjWxsucjaAZ1ZQm+OZLxp933JZzfOILchuN13TUEe5886iZz8bB/yJVkolE/+ld5vm5zre/k3ZHyGoZYLEQlVzqIKvHhs43RhbT2NNbEtbCGyo9GzRURE2mTYBUNoyMvdOF2fl0NukVotRLKZkgsRCVXh0E7s8evRlHUrZn3XYgZetivRPF0eKLKB3+yVDfT1QURCt+9lw1jSezb4cORpo1MdjoiETMmFiHQIT40VIi3KlitEkqlbRERERNqVkgsRCZ3v+xROryR/RnWqQxFJO9l4nwt1i4hIqPyV5Uzd70mKVoDn+7z/+v9x8HunpTosEQmRkgsRCVXsgvtpXFZIcX0jAA2TltJYHycnTw2nIoHsaK1Ipr9uEQmV/+Vq6nOizBnQg9kDelKXEyW2tCLVYYlIiNRyISKhqr38KD55uIacWByAtZ2KOKBb7la2EtlxZMs4i2RquRCRUNUeO5q4t+nk6Xvg5+i6VJFspuRCRELV6eMFlHUq2jhdV5hPRWW23IdQZPvpDp0iIm3kHTiMUy6/H+pz8fEobqxh2epD6Nor1ZGJSFgyKrlwzg0BbgEOBUqAdYABZ5lZvXOuFLgGOA0YCJQDXwP/C9xlZnWJevKAXwHfA3YCKoBZwD/N7NnEOh5wKXAxMBKoB5YBLwN3mNnS8I9YJPPl7tyV4srGpDlReq5cDaOKUxaTSDrRmIvUe4XgA34EUAocCLwOeInE4n3gMOBCoBvQD/gxsFuijHMuCowDzgN+CvQABgA3AKcn7etB4LfAn4D+ZtYNOIEgETkkzINsV7MXw8X/hF89AuW6gZGEz2+IUXbT+6z+/kvUTlxEw7o6qijEB+JAPVG+uPUL1t74PusufIHaF+ekOmQRaWee72dGD49zrjuwGhhtZp+3sPy3wM+AYWa2fgv1nAc8AOxmZl9sZp1DgXeBw8zsvfaIfxtt35tT3wA7Xw5L1wbTZx4ET13RDmGJbN66aydQftMHAHhFufSeeREf7P4sS7t1AaDPujLmDejN6DnLGcJyiHj0mHIxefv0TWXYIq0RShPDYu/GJuf6Af61Gd+UkTEtF2a2BvgMuN85d4FzblSi62KDscBrW0osEo4HpmwusUiqa3GKEwsqKiq2r7yualNiAfDpou2vU2WVt1KumbF8Y9mvbqDus1WsLS1ixIqVDF+xinWlRfgRqCMvWCnu0zhrddrEr7LKmytL62VMywWAc64H8EvgOIKujvXA34EbgbnAc2b2m6T1FxOMzcgDLjOzfznn3gTWmtlZW9jPfcDuZnZA0rz/Tew3B3jSzC5p7+Nrwfa9Ob4PJ94Er0wLpv98AVxxajuEJbJ51f83h1VnPA8xn9w9etFjwrl83uM+cuPBfS6qc3NZGi1hQEMlfWNriAzoRE+7mGjvkhRHLrJVobQoLPJuanKuH+hfk/EtFxk1oNPMVgNXA1c754qAM4H7gCUEXSYDmq0/AMA5Nw/YcGH9KmDQVnbVUl1nJ+q6H8iMOwB5Hvz7Khg/A7qVwn7DUh2R7ACKThtB3xkX0/h1GQWHD+Ifty3i8KQ8uS43ypi7DqDXIb1o/HwVuQcMINqjaAs1ikimyZhukebMrNrMHgY+AfYCXgWOdc513cqmrwBjnHNDt7DOq0D/xNiLzJYTheP2UWIhHSpvdE+KThhKpCSPVYtqufXEQ4h7HvXRCI8fvCed9+1GzpCuFJw4XImF7PB0n4sUSiQNvwYeB+YQvAenEHSP/IngqpGzgHHOuV8CHwMNwB5Ap6SqngS+D/zbOfdj4MPEeocQdJ18z8zedc49BjzpnPs5MN7MypxzA4FdgAVhH69Itjh3V/jHl3V80a0H4DFsWRm5PfJTHZaIhCiTWi7qgV7A88Bagu6Na4GfmdkzZlYOHARMBP5FMB5jGXA3cD3wDICZxQgGdT4B3Jmoawnw+w3rJFwI3AxcBSx1zq0laPX4iOBeGiLSCmVFeew/Zwm+F8H3PAauWEdFTLf/FtnAx2vyygYZNaBzB6Q3RzJarCHOXQe9yeB5K6nPCRpKo7E4x753JIWj+6U4OpE2C+WTf4F3c5Nz/WD/6ozPMDKp5UJEMkwkx6NzNE5peR25NTFya2J0KashsmB1qkMTSRvZ2HKh5EJEQuN5HiN/OZo6csmviZNfE6fRjxAfrlYLkWym5EJEQrXHKQPIo27jdCHVFA7uksKIRNKN1+yV+ZRciEio8vIjjLxtTzpH1tLNW8WufxgBuRlzoZqIbAP9hYtI6Pr8fH+mDFkJwJiTjklxNCLpJRtH7qvlQkRERNqVWi5ERERSKFuuEEmm5EJEQlf92Woari2HuE9l/+WU7NMn1SGJSIiUXIhI6F469VX2W27kxht459QKTlh4eapDEkkbarkQEWkj3/cZVL6Y97seAkD/hsXEZ8wnsufOKY5MRMKiAZ0iEio/7jO3ePjGK/iX5A5g9edrUx2WSNrQHTpFRNqofGEVseimB5X5nofNrUlhRCISNiUXIhKqkr5FzN+pL3V5uTTk5rBoUC/eaOyZ6rBE0obf7JUNNOZCREKVUxBl2oAe+DkR8hoaWV5ayJ7ddOoRyWZquRCRUNU1+ETiPsV19eTG4wwsq6Jrtnw9E2kX2fdskQ7/+uCcc8C1wMFAPrAceAW4xcyWOeeGAb8HjgJKgZXABOCPZvaFc+66xPa1QByoAj4GHjSzZ5vtqy/wO+B4oAewBvgwsa+pzda9HLgT+K2Z3Zg0fyhwN3AgsA643cz+0l4/jzD5vk9dDApysuOXVTJHPObj+z7RnAhLVzVy7kcfcMJX7xD1Y7w64kg6FfZNdYgiEqIObblwzh0DTATmAHuZWSfgcIIP/cOdc7sDBjQQJB+lgAOmASckVTXBzEoS248CngHuc87dlrSvfsAUYCBBcrFh3ZeA7zSLazDw38DMZvOjifVnAT2Bk4ErnXNnbfcPI2SfrfYZeE+Mwr/GuPzNWKrDkR3IrLdXcdvxk7jt+EnMfG0F8Y+Wc9IXb1NaX0VRQy0nzhrPXR/HWbKqMdWhiqSFbLxapKNbLu4EnjCzKzfMMLNlwA0AzrnxwFQz+0HSNmuBf2yuQjNbBzzknGsEHnHO3WNmc4DrCVo1TjOzhsTqlcC/WqjmAeAaoPmdfQ4DBgNXmVk1MM05dw/wI+CpVh5zSlz3QZwllUH57hk+F+/us/bnJbAAACAASURBVG+f7PillfT25t+/orE+DsAbd3zJbitWkXw/zkjcZ2U8n0dfreSqC/TodZFs1GEtF8654cBQ4InNLC8Cjtjc8lZ4mmCg7ZGJ6eOBZ5ISi83FdRlQZWYtJQt7AnPNrDJp3rTE/NBVVFRscznHb3rYhTnbX6fKKremHM1lUznPo7Eol9nFI6iJ5FMXyWV6p91oyM2lINdLm5hVVrk15bBkY8uF5/sdM7LKOXcwQZfIKDOb1cLy/sBi4Hgze3UL9VwHHGJmR7ewbAXwNzO7yTnXAPzMzO7aQl2DgPeBA8xsiXNuAjB+w5gL59xvgaPN7PCkbY4E3jSzjmj12eY3Z2mlz/dejvFlGfx8nwhXjNHYXekYi2aW8dqt84jHfY79xVDyqup4+/x3qcuNgg9FtQ28c/Z+3HzdILqWRrdeoUj6COWTf453W5Nz/Qj/lxmfYXRkt8iqxP/9CcYwNLcOiCWWt5lzLp9NgzY37G9rdd0P3GhmSzazvALo3GxeF6B8W2LsSP1KPCacrcv9pOMN3L0zlzyy78bpeDxOzIcu62rBh+riHP685j+UlF6cwihF0kc2XjzVYV9nzWwuMA84ZzPLqwmuCmlxeSucQZBVvp2YfgX4rnMud/ObcAxws3NutXNuNcEg0qucc+8lls8AhjvnipO22TsxX0RawXtqMqUVDdRHoqwpKaS4ooG8d2ZufUMRyVgd/dX2v4CXEt0X/zCzpc653sAPgfnAL4H3nHP3AzcBXxO0HJwN5JvZHc0rdM51AU4Bbgf+nhjMCcHlrJOBZ51zvwHmAgUEV3yMNrNrCa4kSfYM8B6w4VLTd4EFBAnIb4ARwGXAz7f3ByGyw3j1E2YP2IkbzzqU6oI8Dpy1iLGrFqc6KpG0kS3jLJJ1aEe8mb0JHEJwSehM51wFwTiMXgSXl34CjAEKgUkE3RIfE1yOOi6pqiOcc5XOuXJgNkFrx+Vm9vOkfS1J1LUMeIOgK2MWcCrwXGKdxckvoA4oN7MVieUx4CRgN4LulleAP5vZ/7b7D0ckS63fZxiPfHtvqgvyAJg0ciB24ekpjkpEwtRhAzplm+jNkYx3y99Wcu/yPL7qVgKA5/t8fvR6dt1bzxeRjBNKE8Pn3l+bnOtH+b/I+KYMjfgTkVAV5ELfddU0RiJU5UXpt76GwdUVBPelE5FspOsTRSRUJ+8bZWrXUkrL6+i7upo5hYXEdhuQ6rBE0kY2PhVVyYWIhGrQXl342fsfMbtLMZ91LeH0L+dR0jkv1WGJSIjULSIioYrmRfn9A46jL3qO+uIIY587M9UhiaSVbLxaRMmFiISuaGhnaq8IniMSKdzSrWdEJBsouRAREUmhbGy50JgLERERaVdquRCR0FX/6hmG3/45sdwo1c8Po2jsrqkOSSRtZMsVIsnUciEioYp/uYL1t06lW6yBnrW1rD5ZN7gVyXZKLkQkVHOen09eUp9yYWMDujOwyCY+XpNXNlC3iIiEak2siLrunYnl19Grci21fhE9Uh2UiIRKLRciEqqCg/uzrGshg5dWEy3vQq+KGl79naU6LJG0kY0tF0ouRCRU3Xcuoc+aGmroRIw8yulJ1fNzUh2WiIRIyYWIhGrNuhhLSno1mZdbr9t/i2yQjc8WSbsxF865fYGrgUOBImA1MBX4p5m95ZzrCfwJOA7oDFQA04EfAj9IbAvBo3GLgGo2vV83Ax8AbwOfm9noZvt+NVHvD8zsYefc8MQ2BwKdgIXA7WZ2fwiHLpKVVswpo+fKWmJ4RPFZWVxKj316bX1DEclYadVy4Zw7Bngf+BJwQCmwO/AEcFpitccS8/c2sxJgT+BJwDezm82sJDF/RGL90RvmmdnNiXkxINc5d3DSvgcB+wNLk0LqSpCIjCFILi4DbnXOfaedD13a2YJ1cW6fWM8rsxtTHcp2a1hexcq/Tmf981+mOpS2W7GexX8dzxfdu3LhGafykxPHsjaaR3TBUrB5VNXGeeqdal6aXEMsni3f2UTaJhvHXKRby8VdwGNm9uukeRXAc4kXwEHAWWa2EiDx/6PbsK/7gUsIkhmAiwiSlGM3rGBmk4HJSdtMdM69BhwBPL8N+5QOsKbK54C7qlleEXxY3XtaPpfsl5nN8LGqBuYe9Bz188sB6PenA+l95b4pjqr1Jv31A34x9nQO/3wx537+FZ0rqnjBjea8t6ZTfuCf+MnV1zNzdXAa+uSrRq45pzTFEYtIe0ib5CLRBbELQevAlrwL/Nk5NwCYAnxiZrFt2OXDwFznXGegkqBb5SSSkosWYiwCDgBu2Ib9SQeZsTy2MbEAeP2LGJfsl8KAtkPdF+s3JhYA5a8vzKjk4ouVERo7R/nup19w+CczyKGe4fO7UkglayOlGxMLgEmz6ggaJUV2NNnRWpEsnbpFeib+X7JhhnPuZOfceudcmXOuNjH7LIKukR8QjJ9Y45z7q3OuoC07S7R4jAfOA8YCy81s+ubWd85FgX8Bi9i2lpI2q6ioUHkbyjsV19CjeNMf65FDomkTW1vLDb2i5A4s2ThdeuSAtImtNeU9xvRj9NLlHDF3MkMxduYThsen00Au/RuXsmvXTd1WbnheWsSsssqbK0vreelypzzn3AhgNnCMmY1vtuwQ4D0z85rNzyMYgPkv4A4z+13SsgEEicDOZvZ10vwjgPFmluOcOxa4BVgAjDOze51z84AbzezhpG1ygceBAcBYMytrtwPfsvR4czLQF6vjPDOzgeE9Inx398x+xHf9ogrWPjaHvIGldDtvxNY3SCN+3GfO0DvZaf5HFLDpJD3uoBM44ZaDKN9nBP/3fg1FBRFOO6iAnGj2fYOTrBLKL+hU764m5/p9/csz/g8hbbpFgLnAV8DZBC0KW2Vm9cCLzrnxwF7bsM83gLuBI4FzW1oh0SLyLFACfNvMKrdhP9LBhvWIcPWR+akOo13kDSylz1Uu1WFsEy/iMezd86gYPJOCeJBcxIgw+dRDOeGQ4XQCLjymOLVBiki7S5vkwsx859yPgX8759YA/wAWA4UEV3EA4Jy7jWDg5UygHjiMIDn44zbu8wSgsKWkwTlXArwENBC0WNS0+cBEdnCNRXm8PvRQDlvwEXl+HZMG7s1P334RfnVFqkMTSQvZ2ESdNskFgJm9lugCuRqYRnCfipXAx8C3EqtFgIeAQQTvyRLgVuAv27jPz7ew+HSCK0NqgFXObfz2+JiZ/Whb9ieyo2lcsI4eVSv5qmc/PN9nl3Xz6TRL/dgi2SxtxlxIi/TmSMarP/nvzHt3KZ/22hXw2HvFDAafMoS8R3+c6tBE2iqUsRBTvLubnOvH+D/SmAsRkS2JlESZ2ndPKvKCy0w/6L8/Q/55UoqjEpEwpdOlqCKShaJ/O4+6yKabmNXk5BMtLUxhRCLpJRufLaLkQkRC5fXoxLj9RuEn/o3fe3iqQxKRkKlbRERCd8efhnLJXQX4wL0/GpDqcETSSjwL79Cp5EJEQjeodw4/2XcmADv12Sm1wYhI6JRciIiIpFC2PAk1mcZciIiISLtSy4WIhM6fv5JuDy2gunNR8OxhEdkoW64QSaaWCxEJlb++imdO+Q/V75USfcHnL0e9leqQRCRkSi5EJFxzl9NtaR14UF1UyCETZ3H501Wpjkokbfh4TV7ZQN0iIhKukf1Y0K8700YOA2Dg8tU8avXcemoRxXnZcSIVkabUciEiofJKC/l6QM+N04v69KBfbowCfbURyVr68xaR0HVZVcXABeuoz8tlYd/unOiXEY30SHVYImkhW7pCkim5EJFQrZ1TxsE2l1Jq8fBZP7OYK3cZm+qwRCREO1Ry4ZxzwIPAzsADZvaLFIckkvUaV1TTmRryaQCgZ6yMhgGdUhyVSPrIxktRU5ZcJD7orwUOBvKB5cArwC3A94BzgV2AWuAd4AozW7idu70ZeM3Mft1CPJcDdwK/NbMbE/MOBV5ttmoB8LmZ7bGdsYhkLd/3WVcLXQsg2rsQz4tvPING8bl+RBXQJaUxikh4UjKg0zl3DDARmAPsZWadgMOBNYn/84CfAr2BoUAV8PJ27C83URwCfNLC8sHAfwMzk+eb2XtmVrLhBXQClgCPbWssO5zZi+Hgq2D0z+HFj1IdjXSAGXNq+fUp05g24GHG7fQE//7eu3y6y6CNy5d17cya8StprI+3qr6vJ63h0XM/5MmLp7B6XmVYYYukjC5FbT93Ak+Y2ZUbZpjZMuCGFtatdc7dAsxyznUzs7WwsaXhF0AfYBbwKzN7L7HsOuAwYBpwPjDNOXcgQXJwv3PubuBUMxuf2McDwDXA5VuJ+/jE/h5q+yHvoC65Cz6YE5TPvg1WPwJF+amNSUL193+u4vLXJlHQ0Ahr4cNhQxiz4ksiXgwPnzWFRSyeUc7Hzy9hzNkDt1hXvDHOy9fOpKE6BsDrN37OuQ/v1xGHISLbocNbLpxzwwlaI55ow2ZHAYuTEotzCBKRC4DuwH3Aa4kWiA0OA5YBA4HTzawLsBC4ONESMT5R12VAlZk91Yo4fgQ8Z2ar2hD7NquoqMj8cln1pgOqqYf6xvSJTeVQyn5dI3mNsY3Ts3p2Z7dli8jx40R9nz2WLQagrrJxq3XGYz6NtZvqqqvU74/KqSuHJRtbLjzf79ihJM65gwm6REaZ2axWrH8Q8DpwtpmNS8x7A5hiZtckrTcJeNHM/phouTjfzHZpVtfXwLVm9lhiehDwPnCAmS1xzk0Axm8Yc9Fs20HAfOBbZvZO2498m2T+OJ9xBmf+Barr4A9nw+/OTHVEErKJH1Qw7ecf8i37jFhOhJ+dfyIPPPo0BbEgmWiIRBh/2hGcc4+jpHveVuub8tgCJt45j2huhLF/GM2wI3qFfQgimxPKJ/873oNNzvWH+z/M+AwjFd0iG7719yfoztisxIDKfwOXbkgsEgYCTzdb/cvE/A0WtCKW+4EbzWxJK9a9GJjTgYlFdjjBwZpHoK4BOhenOhrpAIccVMqYiUfRuP4QCktzuPaNlXz89mD2WrwAz4dP+/Vj74PzW5VYAIw5bzB7nNafaNQjpyAacvQiHS/zv0V+U4d3i5jZXGAecM6W1nPOHQu8RNCN8WSzxYuAnZrNG5KYv0FrRosdA9zsnFvtnFtNcOXKVc6595rFkgNcBNzTijqluYI8JRY7mPz8CMW9C4kU5XL0sT1piEZ4c9TuvDF6d6JenMUfl7WtvuIcJRYiGSRVAzr/C3jJObcC+IeZLXXO9QZ+SND10EAwaPKcZi0WGzwM3OGce5FNgzb3YisJSwuajyZ7BngP+Euz+ScBXYFH2li/yA6vYV0NhfEqdlm8HA+fndetZNnI4akOSyRtZMs4i2QpSS7M7E3n3CEE97mY6ZzLI7jPxcsEScUkoAh4KrgdxkajzGyhmT3hnOtGcElob4JLWo83s9Z0hSTHsTh52jlXB5Sb2Ypmq14GPGVm69tSv4hATp9OTBu8M93nzKZHZTlTBw2jc1fdREskm3X4gE5pE705kvHiVQ2c+8Pp7LW0Cg+PBZ0KufysfHa7YM9UhybSVqE0MbzlPdTkXP8t/wcZ35Shp6KKSKhi62s5cuHX1BYXUVNcyIDackYdoIeWiWQzJRciEqpo3xJWlfTdOF2f24mFnXpuYQuRHUs23udCyYWIhCoS8VjWedMYi7K8HHp1z93CFiKS6ZRciEjofvvAaL4YVsLsnTtx6q27UZSbHd/ORNpDNrZc7FCPXBeR1OjdOcpZ3/4SgMOG75riaEQkbEouREREUqh1zwfOLOoWERERkXallgsRCd3XU1dQ/7uvqSGXx/0VnHty71SHJJI2/Eh2jLNIppYLEQld7LhbGbC0it2/WsfI79/LzGWxrW8kIhlLyYWIhMqPx5ncYwSDVtbSq7yOvutifHz95FSHJZI2fK/pKxsouRCRcK2tJl5X1GRW/+mLN7OyiGQDJRciEio/PwevzqPOC4Z4NRKh0dOpR2QDP+I1eWUDDegUkVA1zl/HLuuW8XnRIArjdTR6EfaZ+RHw3VSHJiIhUXIhIqHKGdyFhb07c+CiOdRECujVuIZ8ryHVYYmkDT8LG/KUXIhIqGbcMJmxX08hn0r8WC5xCigfsyuFqQ5MRELT6uTCOXcNcCPwfTN7JGn+10AfoIHgRmPLgHeAW83sixbquQ+4GDjCzN5ptswHYsAgM1uaNP9K4E/AI8DvgM+TNitI7Lc+Mb3AzEY75/YGbgZcYp1VwNtmdlGizj0Tde4N9AYONbOJzeI5HrgBGApUAc8BvzKz2lb8yGQbVFTEWLCwnoED8+jcKZrqcKSN4hV1NExZQs7QbkQHdaGmrJ5Btz9OKWuopxCPBhoopmBwZwB832fG7Ho+LYODRuQxpGt29DeLtIUfTa/fe8/zdgXOAPr4vv/jxHSe7/uftLaOVjXGOOciwCXAWuDSFla52MxKgS7AKYAHTHfOHdCsnk7AOVuoB2Au8IOkbTyCZGQWgJktNLOSDS9gAnBz0rzRzrkS4M3EskFAZ+AY4KOk/dQDzwMnbuaYeyWWPwB0BfYDjgB+u5m4ZTutXt3Ab65ewp9uWc6Vv1nM8uVqOs8k8bJa1ux3L+uOeoRVu/6D6ne+5j+jn2J5STfGfvc3HHLu73hh8FHUU0zOM1NpuH0Ctz2wliOfaOD88TDizjpe+zIbb4Qskjk8zzsDeBfoD5yfmF0C3NaWelrb03NsYkcXAAc553ZraSUz881sjpldCkwC/tJslXOBOuCnwOnOue4tVHM/cFEiqYDgA70e+KCVsQKMALoDfzezGjOLm9mXZnZPUqyzzOw+M7PN1DEAyAceSGy/GHgZ2LMNcUgbTLFqysqCmytVVsaZ/FFViiOStqh/ez6x2auDiZoGlt87nZKyOs477SJeGzqKKQP7c9F3TqYspxPrcwupuvdD/j2tnvX5wePXG32PB6fr5lqy44lHvCavFLseOMb3/R8R9CQAzKCNn32tTS4uBV41s3HAJ8BlrdjmKeAA51zyBe6XAo8DzwAVwPdb2O6jxLKjE9OXAPe1Ms4N5gIrgGecc2c553Zp4/YA04FXgcuccznOucHAycAL21DXNqmoqNihyl06N5Ksb5/ctIlN5a2Xo7t0g+imU0rxyO7k+TWsKi7ZOK8yP5/a3AieB/lDu9O/BCJxf+PywSUNTepUWeV0Ku8gehF8zgP4Sf/7La/eMs/3t7y+c64fsAA4w8xecM79DPgD0M/MahJjLq41s8eabTcWeAUYYGZLnHP7AZOBvc1sunPuNuB4M9s1aRsfOBTYCzgc+BHwFTAEuAXIMbPvN9vPeGCimV3XbP5g4JcE3SEjgCXAjWZ2bwvH6NPymIszgb8TtIJECRKjC82so75etenNzAZvT6hg5sxqRo4s5JijO6U6HGmj2hdmUfvETHL26E3xVYcy/ak53PnASh7dZ0/qc3K42Iw/j3+ZF90Yzn/tRJbW53Hjc5VMqcvjyN1yuenoXPLSrP9ZJEkov5wvdn68ybn+5LJzU/ZH4HneG8Bjvu8/6nneWt/3u3medx5wtu/7LQ4jaElrBnReRDBG4uXE9GPA/wBnAQ9vYbsBBAMt1yWmLwM+NrPpiekHgP/nnDvCzCY02/YxgsGjVwDjzGyNc64VoW5iZguAnwM45zoTJCr3OOfmmdlbW9veOXckwQDS04HXgR4ELSgPs6kfStrZkUeUcuQRpakOQ7ZRwakjKTh15Mbpvb83kr0Le3D1eTdRldOJQeVl1OU2MHnAMC7oXkx/4K6fdE1dwCLS3M+ANzzPuwgo9jzvdWA48O22VLLF5CIxkPMigoGai5M+4KMEycLDW9j8LGCymVUnBnKeBUScc8uT1vET9UxI3tDM1jvn/g1cCXyrtQezOWZWBtzinPs1QavIVpMLYF/gEzN7JTG9InGly7+2Nx6RHcnlp/ZgJWUMKF8FwIJuPajVHTpFNkqnu3L6vj87cXXIiQSNCouAl33fr2xLPVtruTgOGEhwpcSSpPl7Aq8553ZvvoFzbhhBd8TBwFGJ2ecRtGLsAVQnrX4i8A/nXA8zW92sqt8AjxJc1tomzrldCVocniboVskluAKlC/B+Yh2PYMDmBnnOuQKgIdHtMQm43jn3bYIrT7oTjP+Y2tZ4RHZknu/To6aCaKKXr3/5Oi6wqQR5voikG9/3qwk+P7fZ1pKLy4AXzKz5B+py59wkNg3svN85dxdBS8RygoRgbzObnVh+KXCfmX2VXIlz7mGCSzu/D9yavMzMlhHcM2NbVACjgDeAngRXqMwBzjSzDY9jHAzMT9rmP4n/fwA8bGbvO+cuJ7jiZTBQmziuH29jTCI7pPiaKj7pOZDbDziV8oICvvv5exz0q4NTHZZI2kinJ6F6nvcemxnv5/v+Ya2uZ2sDOiWl9OZIxlu1sJK/nfkhQ1esB+DtkYO54A+j+NaY4hRHJtJmoaQBL3R7osm5/tS130vlgM4Lm83qQzA84jHf969vbT26/beIhCo3x9uYWADs8/VyeuXtuoUtRHYsaTbm4pHm8zzPew54iOAeGK2iUVUiEqrOJVE8L+nqbS/Ozt3T52QqIlu1hGDMZKup5UJEQuV1KuCQIY0s+ngVMc9jty5dKOqvLhGRDeJplGt7nvfDZrOKgO8AH7alHiUXIhK6IePP5bPbn8evgSN+fSqel0ZnUxFJ1vw+TlUEj9+4vS2VKLkQkY4xNBcPiOSoN1YkWZqNuTiyPepRciEiIrID8zxvSGvW833/q62vFVByISIdouCrKjrPXo8/bDnern1SHY5I2kiD+1zMI7j1wZYi8Qnuzt0qap8UkdAtO+MZevxiJXl3N7Bg9D3EJ85LdUgikuD7fsT3/Wji/829Wp1YgJILEQmZ7/useH4R63MLWZNbRLlfTOM/3051WCJpw/e8Jq9soG4REQndymhXYonTzZKcXgzrpJvPiqQjz/NygP8CDid4GvjGbKctt/9Wy4WIhKuqllhSV62PR+PEOdDQmMKgRNJH3Gv6SrHbCZ4b9i7B08GfA3rRuqeJb6TkQkTC1RCjgBr6xhcxKPYVeZFaSj6fB3O39bmEIhKi7wBjfd+/A2hM/H8q0KZLVNUtIiKhqltazfD4bPrHFgAwuP4rGr1ccgd0T3FkIukhne5zQXBHzkWJco3neUW+78/2PG/vtlSilgsRCZVXkkfX2OqN0yV+BR8Wj4HORSmMSkQ2YxYwJlE24DrP864leL5Iq6Vly4VzbgLBYJKzzOzppPn7E9zffAHwAPA9YB8zq0la53GgOzAWeBsYb2Y3trCPh4FGM7s4MZ0PPAaMBo4zs4VJ6+5B8EN+18yObteDFclyNfEoMUopogqAWgqJnrBniqMSSR9pcJ+LZD8HNjxp8JfAXUApcGlbKknnlotZwCXN5l2SmA9wM7AW+POGhc65s4BvA983s1YPR3fOdQHeAPoCBzdLLHKAB4H3tuEYspbfEKP+d+OoO+NBYuM+S3U4kiqT58JZt8IvHoCKmhZXGTduDfV0p5I+VNGTMgbR78vpxL57J/5z1sEBi8iW+L4/xff9aYnyF77vH+37/v6+77fpMzCdk4vngb2dc0MAnHOlwOkEz5THzGLAecB5zrnjnHP9gTuBi8xseWt34pwbAEwkSFSONrN1zVa5CpiCkosmGm9+g8YbXif27HTqTruf+NyVqQ5JOlpZFRx7PTz9AdwxDn52/zdWWbeqnqXPzyOHGLV0peb/s3ff8VHU+ePHX7ObXkgCoXekCNL52BsK9t67cjb0vLPceXoW7Pc9T+9nPbtnxe5xFgQVURABOd8oonTpHdJg0ze78/tjJrCJARLMZDeb9/PxmAezUz7z3oTMvvfThlx8+OgiP8N/5hI+91nseWvqKFypliOW5rmwLOtHy7L+YllW199STiwnF+XAG8AV7usLgOnAji7mIrIS+CNOzcIbwHsi8lEDrtEHmI0z5OYsESmP3GmMGQSMAW7du7fw2wQCgZhdr1iwYWegwRD2qvyYiU3Xm2a9ePkG2Fa64zVLN/zqmE1bixm6YQHbScLGmT84j8yd54Rtyn7emVzEwvvSdV3f1XoLcQ9On4tFlmVNtyxrrGVZrRtaiGXbsTeZjdvn4gvgA5zmim44fS3uBnKAB0SkR8Tx/wWGAQNEpLR2Obvpc3EGkAQcJiJza+1PcK95j4hMNMbc4x7XlH0uYu+X4wpNXULFSc9BRRXW4E6kzLoJKz052mGpphQOwwkPwOfzwOeDl6+DS389Wu3fJ06g/+SNBEnGwqaKBEYkChnBcujXAd+3d2Bla+dO1Sx4Uq3wevf3atzrL1l9TtR7YViWlYkzLPUC4HBgqm3bp9b3/Jjs0FlNRH42xqwGxuFM4vEpzhut7UcgMzKxqKf3gC3AVGPMiSIyK2LfLcAyEZm4F6HHPf+ofqQsvgN7ZT6+A3tgpSVFOyTV1Hw++OQOmLUY2mXBvl3qPOzyT85gqe8e1tMDgCzy+c8/b+B3g8JgumNlpjZh0Eqp+rBtO2BZ1ptAEc6X8BMbcn5MJxeu53FGhtwnIiFjTKMWLiK3G2MCwOfGmNNEZKq761hguDGmegxdGpDgvu4rIgWNGkgz5OvRBnroXAUtWoIfjthvt4ds2FRBKKuAla0H4A/B8NKfSS4JYR3Vv4mCVCq2RbufRSTLsizgaJzRmGfgjM58E7isIeU0h+TiLZwJPebu6cBdSDDGpERuqN23QkT+bowpBj42xpzr1lacA0TW8/8Jpx3qApxMTilVDynFFUzLOowDVm4G4Jf2w9DKCqVi1gagGHgbONS27UV7OL5OMZ9cuInAF7+hiLvdZQdjTMc6rvOkm2C8Z4y5LHJ+Dfec7UCFiKz7DbEo1eKkJfsYtHYT1c3VvTcXkFmUt/uTlGpBYmyei9Ns2/7fby0kJjt0qh30l6OavcotpSxv/wxVJLpbwnR95nCyrxkR1biU2guexiLP4wAAIABJREFUpAGv9ny/xr3+spVnx1a6sRdieSiqUioOJOamkkoZKVSQTAVtKGBiRudoh6VUzAhbVo0lHmhyoZTylOWzSKGM1uSTSx4ZlLJ9hrYuKhXPNLlQSnkuv0MbEqkigRAlSUn0OfpX3Z6UarFsq+YSD2K+Q6dSqvnrveg6Zh/1MuGATca1h3LMedosolSssizrGOB8oJ1t26dYlmWAVrZtf1nfMjS5UEp5Ljk7mcB9TkJx9CmDoxyNUrElxua5+CPOk1FfBM52N5cBTwCH1LccbRZRSimlVLUbgdG2bT8IhN1ti4F+DSlEay6UUkqpKIqlmgsgE2fiStg5HUIiUNmQQrTmQinluU+/K+PpL/bj6en9WJEXinY4Sqld+xr4a61t1wNfNaQQTS6UUp5avqqSh18sYF5WG+a06sRfbvgp2iEpFVNibLTIH4EzLMtaBWRalrUEOBfnERj1ps0iSilPLfiphPVZsKlVOgCT9utH6dYy0trqA0aUikGbcZ6jtT/QHaeJ5H+2bYd3e1YtmlwopTy1z7oNWHYWw9fnA/BTuywqwzZpUY5LqVhh+6JfXQFgWZYf56Fl2e7zRfb6GSOaXCilPJWVmsDF85aRWOwnoSpEXutkrBsOiHZYSqlabNsOWZa1FGiD83TUvabJhVLKUznHdqP935bRcUMRAF3SkvCFTZSjUip2xNhokTeAiZZlPQ6sI+IBmjqJllIqZqRvzyd3y/adr0sr2bY0QObwNlGMSim1C9e6/95Ta7sN9KpvIZpcKKU8lTfmOcL+faHKeV3lt8hqnRTdoJSKIbHS5wLAtu2ejVFO3CQXxpjDgcl17EoAkoEjgPuBL0TkgYjzzsUZwzsECAKrcaqFnhCRyojj0oH5QHcRiZufm1KesW3IDxDcVkZ2SRklvmSwIcFXxbxlJaStrqRrt1Ta9dSunWr3ysrCWD5ISdbZE5qLuPmQFJEZQEbkNmNMCjAd2ALMrH2OMeZu4CZ3+UBECo0x++FMINIRJ9Go9iCwEmdojlJqd4rLYPQ9MGcZbTu0Zn1lMX1ZThmprK7owm2vljCzf1dyyiqYcFQBI0e1jnbEKkZ9OmU7r75RgM8H116Zy2GHZOz5pOYmhvpcWJa1loh+FpFs2+5W33LiJrnYhZeAVOACEQkbs7MTmTGmBzAOuFxEXqveLiILgEsiCzHGHAEcDvwFGOl51Eo1d2/OgDnLALA2bWMwC/C7jymwCJOf43xAFKYm8/DMckaOilqkKoaFwzbj3y7AtiEUgvFvF8ZnchFbLq71uiPOg8zebkghcVvHZIy5CxgFnCIixXUccixgsYcfmDEmDXgBuBKn2aTJBAIBXdf15rmetbOpw8LCwmZpZld+zupFWWs/mRXlO/ZnZ9i7LkfXW/R6SUkxqak7P6bS0qyoxuMV22fVWKLJtu3ptZa3gTOA3zWkHMu266z9aNaMMecArwKjRGR2xPZpuH0ujDF3ANeLSPs9lPU4EBSRm40xI93zm6rGJ/5+OaplsG3408vwyVwKDh7E/76AjcltAQgnWEzr35VJ++/H0LQgE67JJCstbr/nqN9o4eJyXn0jnwS/xRWXtaFXz+RohuPJJ/8zgyfWuNdfO//k2GknASzLygFW2badVd9z4q5ZxDhtH68AV0UmFnXYCuQaY5IiO27WKusw4ARgaKMHqlQ8syx49HJ49HK25odZdsQkMsoqAPBV2Tx+VzdeH6EdOdWeDdg3hX/c3znaYXgqlua5sCzrvlqb0oATqXvAxC7F1dcFY0xn4EPgERF5Yw+Hf45TM3Debo4ZDXQF1hhj8tyy/caYPGPMKY0Rs1Lxrk9rixVtd37hKU1KoDIzqt8+lVK71rXWkgI8AlzWkELipubC7RvxITALuGtPx4vIKmPM/cDjxhgf8KGIFBlj9gVuxZlA5BHgxYjTDgbewqnJyG/cd6BUfAoHggxfu5rCjBz84TAJVSFSrQY9A0mpuGZbMfU9/zbbtjfV3mhZVgfgV9t3JW6SC+AsYAQwAAhEjgxxja29QUTuNcYsxpnn4iljTCXO8NPxwEa3uWTH1ILGmK3uees8eQdKxaFFs4sozWgFSYmEAEJV+Iqroh2WUqpuS4FWdWxfCNR7zHhcduiMI/rLUc3e9Cs+YuH3foIJiQBY4TCnTzqaru11lk7V7HjSOeJfwz+tca//w/fHR60ThmVZAdu2M2ttawWssG07t77lxFPNhVIqBh084QNaJ3RmWvdDsbHouX4L5VsD0F6fLaJUrIiYPCvVsqw1tXa3wekSUG+aXCilPJXUNoNByxbTp3AllVYia6oG0ycn2lEpFTtiZLTIxTg1M5OoOZGkDWy2bXtJQwrT5EIp5a23bqBi9EOEiyrZQi9aDU2FzlproVQssW17OoBlWbm2bZf+1vI0uVBKeWvEPiQXPsfnD76DLxRm9B0XRDsipWJLTFRcOGzbLrUsayjOIy9yiYjOtu09jsSspsmFUqpJVOynk2YpFessy7oaeBRnLqgTcCbPOhZnqod6i6nBtUoppVRLY1tWjSXKbgGOt237DKDM/fdsGvhsLa25UEo1jfwwVlBHVysV49rZtj3DXQ9bluWzbXuyZVl7mvW6Bk0ulFKe+/z3s3l0Y2/CPouSd6dw3pRjoh2SUjEj2k9CrWWdZVk9bNtehTOh1mmWZeUBdT6Da1c0uVBKecu2eWpzJvfM+4K2JUW823c4W5Ztp12fuiYBVEpF2UNAf2AVcB/wPpCEM5N1vWlyoZTyVnE51/84jUNX/QjAbXlrmfJNH07S5EIpIGbmuQDAtu1XItYnu49bT7Jtu7gh5WiHTqWUp0JJibQp3rbjtd8O06GkJIoRKaV2x7KsNpZlXWJZ1i22bVcCrSzL6tKQMjS5UEp5qmRREf9rvQ9l7rNF8hOzGHRqryhHpVTsiKXRIpZlHQksAS4Cxrmb+wDPNKQcbRZRSnnql1AiD40axcsH7U+H4m0MWbeG34US6B7twJRSdXkMOM+27amWZRW62+YABzSkEK25UEp5anuy8/TTremt+Kl9V8pTLSqX5Uc5KqViRyzVXAA9bNue6q5Xjx2vpIGVEc265sIYczjO7GG1JQDJwBHA/cDB1JwA5G0RudIYMwZ4CaieR70AmADcKiIVxphzgLuBzu7+BcAdIjK9sd+LUvHqoH2S2H/Dcr7rtA9tS7Zx6fzppE1JhmN7RDs0pdSvLbQs6zjbtj+L2DYa+KkhhTTr5EJEZgAZkduMMSnAdGALMNPdfL+IPLCLYlaISG/33KE4U55uB+4CvgWOEZGNxhgfzixlk4wxnUWkqNHfUAxYnG/z/lKb/m3grL5asaUazrZtgq9/T3htEUmXjsBqk06/QJA/fPQs7bZvY3H2UIYEfNihMJZf/48pFQO1FZH+DEy0LOsTnMevPwecApzWkELi8S/7JSAVuEBEwg05UUTmAV8Dw9zXa0Vko7vbAkJAGtC18cKNHRuLbQ55K8S4mWHO/ijMcz826MenFAAV931B6WXvUH7nZwQOfZq7p1aQXhJk/IHnsCXUl96r8il5bgGbb9QKQKVijW3b3wKDcWrqXwJWAgfYtv1dQ8qJq+TCGHMXMAo4RUQaNCbXGGMZY4YBRwLfRWzvZowpwmlzeh+nSaVB1UN7KxAINOn6/K02heU7rz9trd3kMeh6818vn7p0x7q9tojV3+dx+o8z6ZC/hdaBnUNQS6etjZmYdV3X67PulVjoc2FZVocd8dj2Btu2H7Jt+zrbth+0bXtdg8uz7fiY69/tH/EqMEpEZkdsnwYcCFREHH68iHzr9rn4NxDA6biSh9PnYpyI1Jjq1BiTDpwDJIvIcx6+lUhN+svZUmIz6NUQW9weKC8f72PMwLjKP1UTKH/wK8pvc7pC+fZpwxMPj6X82Z9Y3K4rv//kSzoWOnNetP7zCNr/84hohqpUQ3nyyf/Pw6bVuNff/M3IJs8wLMvabtt2q4jXE2zbPnNvy2vWfS6qGWMM8ApwVWRiEeFvu+lzsbK6z8XuiEgJ8IoxZqExZpWIfLanc5qbdukWcy7y88EvNv1bw3E9NbFQDZfy16Pw9WuLvbaIxPOGcElKOv/v2VRueWsy/lAVP3bvgpWVyLkPHx7tUJWKCTHS56J2ECN/S2HNPrkwxnTGec78IyLSoKe27aUEnAlF4i65AOiRZXHjiJj4j66asaQzBu5Y/+zHEGfO+IHEUAiw6LNmC+uvGo4VGzdUpZSjUWvKm3VyYYxJw0ksZuGM7mjs8i91y14BpAM3Ad2ALxv7WkrFq9wEm7TyIMmUkUopxXYmg7omRzsspWJGjDwVNcGyrKPYWYNR+zW2bdf7s69ZJxfAWcAIYAAQcFpHahj7G8vvizNPRi7OXBjzgZNEZOFvLFepFmN0d4tlieX0rVyAD5sgCayVfYDh0Q5NKbXTFpzRIdXya722gXrP2x83HTrjlP5yVLMXCttsSbiV9vbmHdu2XnI87V+7IIpRKbVXPKli+MfIGTXu9bdOOzwmqjJ+C+2xp5Ty1KIVpaxq3XbH6zAW2b8bFsWIlFJea+7NIkqpGNc5N5H/5vakNDmFdmUFrM7owPEH9oh2WErFjBgZLdKoNLlQSnkqJzuJlMoylmV3Z1l2d1qVFuNP1Q6dSsUzbRZRSnnuxNv703XrVjrn5XPM5Z11GKpSEWJhhs7GpjUXSinPZV9pCLd3HtPT9pQjoxyNUsprWnOhlFJKqUalNRdKKaVUFMVLU0gkrblQSnmuYHUJxe+EKfk62pEopZqCJhdKKU+VFlby9rFfMaGkDx8t7sF7586MdkhKxRTt0KmUUg20/qtNvHnoEErc4afFW5I4J8oxKaW8pcmFUspbBeWUpGZTZln4sNmemhLtiJSKKfFSWxFJm0WUUp5KDYaoKC5lSUoii5ITSSkKULGtMtphKaU8pDUXSilPJR7bhUXLQ84Ly2J++xx8SfH3TU2pvWXH4Z+D1lwopTy1ZfwyWpVX7HjdLlCK39IH/ioVz7TmQinlqcVvruZ2ayPvDelDalUVl8giwqWd8KUkRTs0pWJCPPa58CS5MMb0Av4BHA5kAIWAAOcBFwJ3ikjvXZybBPzFPa4HEAAWAU+JyPvuMT7gRuAKoCdQBkwDxonIwoiypgEHA8GIS5wvIhNrXfMiYDxwj4jcW2vf+cB1wBAgTUQ0IVOqnoorbX5JTafPhnz+/ukMkkNV5KVm8MS9Szlu3FD2y42/m6pSyrtmkUnARqAfkInzAf8ZsNs7iTHGD3wCXAz8EcgFugD3A2dFHPoy8CfgJiAbGAhsBuYYYwbXKvZ+EcmIWCbya2OBAuAKN4ZIhcDTOMmMUmo3Zq8Ns98zFfR+soLJy0KsenY+w9aspUugkF7b8+lcso0BBRvp+PIirr59DT9u0eaRliJw55ds7vIIBcePJ1xQFu1wYorOc1EPxpg2OEnFmSKyzd28DnjW3b+70y8AjgAGisiyiO1fugvGmMOAS4GRIjLd3b8R+L0xpj/wCDC6AfH2x6lhOQX4L3ACsCMBEZHP3ONG1rdMpVqqyz4MsqzASRgueL+S/93xOX1sm6qI7zGJ4TDLu+Vw0zuzmHJFF4a0q53Pq3hTOWM1xX+bAUDF+gDFD3xNq0eOi3JUykuNXnMhIvnAAuBFY8ylxpgBxpj6pmInAt/VSizqOmZdRGIRaTww0hiTGrHtRmNMgTFmgTHmNmNMYq1zrgbmuzUak3BqMWJCIBDQdV1vVutlVTtrIsqrwMJ5HY6otLSBiSP6kFgV5oD20Y9Z171ft8uqiGSXBmMmtoaseyVsWTWWeGDZduNXSxpjcnGaLY7HabIoAp4EHgAuYxd9LowxU4ACETlvN2W/AAwSkYPq2HcCToLQRUTWG2MOBhYD24H9gTeAd0XkNvf4FGA9TtPJY8aYU4EJQA8RWVer7JHAF03c50LrjFWz8t/FIS7+b5BgCP51FIy87HX8ywvZlJxOTkUFPsJs96dww/kncHHKdq57cVi0Q1ZNwA7bFF00gfK3f8bfuzWtp1xCQo/saIe1Nzz55L/7hO9q3Ovvnbx/s88wPPmgFJE84HbgdmNMGnAu8ALOB3l4N6duBbrtofitQOdd7OsEhHD6TyAisyP2fWuMuQt4ELjN3XYOTofT8e7rSW75VwL37CEOpVQtZ+zrZ/utPsI2JPotwt9fysprviLrrYXkJaZjARYh5vbvxA1n9Yx2uKqJWD6LnLfOwn75NKwU7RNfm+1NzhJVns9zISKlIvIKMB8YuofDJwH7G2PqHEni+hToYow5vI59FwLTRWRXvYXC1Mw8rwb8wM/GmE04fUNyqLtjp1KqHvw+i0S/82fma5WMf1gHCvwZ+IM+fEEfJYkpHNHd4sw+8XdDVbuniUXL4UWHzhzgFpwmiCU4Vfun4TSPPAikA5bbJBEpCLwFjAE+NMZcB3zrbj8MGCsiF4rI18aYN4E3jDGXA18DrYE7gANxOmdijMl2z5sGlOAkNvcA77j7B7j7TwW+i4ijHTAXp2/Hx26SkQgkuedVx10hItpsodQe/DBpMT1DJfRkDWCzKNSLyWf4dyQgSrV08TJCJJIXaWQlzgf0BKAjUAWsAq4XkfeMMWOAXjhzU0S6TUQeNMaciDPPxdM481xsBxbi9NmodinOMNQn3GPKgenAQSLys3tMInAnTpLjwxlR8gbwd3f/WOB7Efm4VhybjDHvufs/Bi7BGfparTrunu77UkrtRkF5GaOtlSTazhTggyqWURUOU7tntVIqfnjSoVM1Gv3lqGbvp6Mepfe0X3a0R9pAcvlj+JI1vVDNjidVDHee9H2Ne/0Dnwxv9lUZ+mwRpZSnejx1IStad9zxekNGLsVBvfUoFc+0d41SylOZA9qzrLIXi3p1JyEUJnUd7JOh/aWVqhaPfS7064NSynN2/xzarKgia3WY8oFtoh2OUspjmlwopTx3+rfHk3dzNvl/yuYUOTHa4SgVU2yr5hIPtFlEKeU5y2eRcoRzu/El6HcapeKdJhdKKaVUFMXL80Qi6VcIpZRSSjUqTS6UUp6yA+UUHvokh54xDa5fxcwv86IdklIxxbasGks80ORCKeWp4FPfUDZ3HWuys+kW2MbEcd8Qqtrd8wuVUs2d9rlQSnnLgscPGsn7A4bSriLIzd9OY/PqYjrt0yrakSkVE+KltiKSJhdKKU99P9rw0sYQWaEQ83NSePKAwzkkXaf+ViqeaXKhlPLUN18UcVxeiAOW/4Jth3l/335kbyuGDqnRDk2pmBCPo0U0uVBKeapkUxWXfjOdIatXA3DY4kUk3HFplKNSSnlJkwullKeSikoYuHY1henpBP0JdNlWRFWrFH3kulKueJmVM1JcJhfGmGnAFyLywO62G2POAf4ADAPCwGZgKvCYiCx1j1kFdACqIor6h4jc7+27UCo+jCjayJTBQ5mx70Bsn49Bq1ZywaZKUttHOzKllFda7FBUY8zdwPPAa8A+IpINjAQWAcfVOvxKEcmIWDSxUKqe2p3cldl9B2D7nNvNTz168uO4r1k7a0ON49ZtC/PRoirWb9dhqi3Cik3w0f9g67ZoRxJ1NlaNJR7EZc3FnhhjegDjgDEiMr56u4hsBJ6MVlxKxZ31+eQ//in+vicQdO82/qoQyXM3wNH/4qdv/sQgk8uSrWEOer6conLISYVvr06hb26L/e4T/+YshaPugrJK6NQa5CHo2DraUalG1FL/eo91/303qlEoFe8+m8fgZUsoSgiTVVxCZkkpPTduYnNmDlkVFUz+zzoAPlgUoqjcOaWwDD5cHIpi0Mpz7850EguADQXw+Y/RjSfKwpZVY4kH8Zxc3GGMKYpcgMPcfW2BPBGprD7YGPOQe1zAGPN5rbKeq1VWp6Z4A4FAQNd1vVmvl3RvTW55AZ/17Up6YDs9N24mraKS9oFC8lLTyDyoK4FAgIHta96KBrbzxUT8uu7R+sBuO7bh81HSvfXuj4+RdVV/lm3b0Y6h0e2pQyewFXgaSI1MMNxj7gRGi8hI9/Uq4M7I5pMmFH+/HNXizLv5v1xePpxlHdoybO0WQhYc8MsSOGswj17bccdxr8+rYuqKEKN7+bl4aItssW1ZnvkU/rcMTj8QTjsg2tHUlyfVCjecvbDGvf7x9wc0++qLlvoX/DnOB/e5QDSSBqVajPvaH87/PTKBcWceT1FqIrd8Mp2BLx7L0CNzaxx3ydAELtGkouW49nhnUXGpRf4li8hKY8zfgSeNMcnAByKSb4xpCwyMcnhKxZVOnVJZ0b4Ll85ZBEBxahZVOSlRjkqp2BGPzxaJ5z4XuyUi44BrgTHAKmPMNmAGUABcHcXQlIor52UWU5m0c8qsYKKfLmmVuzlDKdXcxWWfiziivxzV7P3niVUE/z2DUxdOxsbHrE4HceTisSSl6hydqtnxpIrhD+cuqnGv/9e7/Zt9VUaLrblQSjWNHvumc9rCSaRVlZNeVcqhG2bjT/JHOyyllIc0uVBKeWrAwdk1vu5V+f1UrtRZGZWqZltWjSUeaHKhlPJUamYik/sdQ2liCiWJaXzc/3gSOqRHOyyllIda5GgRpVTT6nHmUJ74ui9hn49DO1WRmJEU7ZCUihnhOHmeSCRNLpRSnht233DWv/0hhOHIC0+LdjhKKY9pcqGUahJ2urbCKlWXeOlnEUn/2pVSSinVqLTmQinVJNYvTaWsLIHK0VUkpeqtR6lq4firuNDkQinlvWPv28rUxMNIDwb53+9X8MaLvfH5teJUqXilyYVSylOrt9lsW13MpFc/wR+y+bFPe+Ys6cbBA/T5IkoBhLXPhVJKNYyFzbi3Z5AQAguLocu28Ms3W6IdllLKQ5pcKKU81THN6Q2/sGd78rLSAJtulj64TKlq8ThDpzaLKKU8tfWXYp44dyTBxAT8oTCH/LySqzonRzsspZSHtOZCKeWpOWttgonO95iQ38c3Q3pR0jM7ylEpFTvCVs0lHmhyoZTy1Lb0JCKfJ12QkkCotCpq8SilvNeozSLGmGnAwUAwYvPbInKlu78nsByYKiLH1Dr3AeAO4EkRuT5iexqwAcgCuorIOmNMN+BJYBjQFbhARN6OOKcD8E/gcKANsBF4EXhIRGz3mATgH8BlQBLwGXCNiORHlNMJuBs4wS0nH5gNPCgiP+z9T0qpliOlsoKf22fQpqyKQHICQ1asIzuhQ7TDUipm2HH4bBEvai7uF5GMiOXKiH1XAYXAKGPMPnWcuwS40BgTOUbtXJzkIlIIJxk4H9hURzkZwE/AkUAmcBZwHfDHiGPuAE4C9ge64SQYr1TvNMZ0AQToCBwHtAL2Az4BztzVm1d7pypkc/uUICe8VsHr8/RbbaxY/ks5j/+/Dbz43Ga2bw81+PzSzWX8/PgCzvhuEb6qcg76ZQV3fvIVD/5zKe+eM4MN9wm2be+5IKVUs9JkHTqNMYnA74D7gbE4icZfax22ClgDnA2Md7ddBbwAPFJ9kIisB552y/3VHU9EfsGplag23xjzLjASeMLddjVwu4isdMu5BVhsjOkiIuuAB4Ai4EwRqf60CwCvNfCtq3p4ZFYVf5/h/Jg/Wx5m37Y+9u+srXbRVFER5pGHNlBaGgagtDTM9Td1bFAZc2+cRbslJXRI8vP7GbPJLSkG4Lp3pnPwTVcz8YH3SOyYRturBjR6/Eo1FzrPxW9zKtAaJ2l4Cfidm3DU9gJOQoExZgDQC/j4t1zYGOPDSSx+dF/nAp2AudXHiMgSoBQY7G46EXg3IrFocoFAoMWsryra+e3VtmHxxtKYia2lrpeVhnckFgB5W4MNLqciv5T08iB+O0xqcOfw0/RgkKoEP4GUJIqX5MXE+9V1Xd/Tuqo/L5KLO4wxRRHLQe72scDHIpKH8+2/NXB6Hed/COxrjOmHU7vwCvBbP+CfANLYWfuR6f67rdZxRTjNHwC5wPrfeN3fJDMzs8WsXzkigSy3MWxQe4vTBqbHTGwtdT07J4GDDskAwLLg2OOzG1zOiAf2J8mq4ov9OvPRoP5UVzPO7tqVQ5euo1NymI5XDYqJ96vrur6nda+ELavGEg+8aBb5m4g8ELnBGNMLGA2cDCAim40xE3ESjvcijxWRSmPMazj9I84HDtzbQIwxFvA4MAoYJSLVKWj1v1nA2ohTsoHt7noe0Hlvr60aZngnH8tuSGFloc2g9hapifHxB9bcXX1te447IZu0dD/t2tVV0bh7OQd04IwHujLmh55M6NCDcUccTN+qEv56Rhb/SS0n5bkLSGit04ArFW+aqlnkKsACXjbGbDLGbMJJNo42xvSu4/gXgGuBeSKyfG8uaIzxA//GaQ45UkR2dAp1a082AMMjju+LU7sx3900CTjHHVWimkDbdIsDuvg0sYghlmXRo2fKXiUW1V6aUQLBMMds3MKFy9fSoaCUIwank3FQe00slCI+57nw/IMzoiPn34B/1do9AyfxuDVyo4gsNcYcyW6aJWqNKEl0XwdFJORe802c/hojRaSgjiKeB/5qjPkaZwTLP4BP3M6cAOOAOcB7xpjbgKVAKk5TTl8RuXvP714ptSK7HYesKeCoLc4o776BEhK2dII2rfZwplKquWqKmovTcfoxPCoimyIX4FGcjp1JtU8SkW+qR3LU5tYmlLlLZ5w+HGXAbe4hR+CMONkPWGOMKXaXyI6hfwM+xenUuQ5neOtlEddfizNMdSswBacpZRFO086EvfpJKNUCXfG7XrQO7ew2ZQHTphZGLyClYkwYq8YSDywdYx7T9Jej4sLBY1dzzMqNpFaF2JSRyvATs7nsml7RDkuphvLkk//8y1bVuNe//WqPZp9h6EQCSilPvfV9BX+eMJN39uvB8wfsy/aqIGeWLo12WErFDH0qqlJKNdCMBaVcnlfE+Mc+wAZSKCPjdwdHOyyllIe05kIp5amDB6STk7SeJCpIoYzOSWvh7L2SQmM1AAAgAElEQVQeYa5U3InH0SKaXCilPHXJiCRWvTcWu18RGQPzyVkxDitOqn6VUnXTZhGllOdGndqNjy1nWplenXOiHI1SsSVeZuWMpDUXSimllGpUWnOhlFJKRVG8zG0RSZMLpZTn5q6s5G9TBpBUHqJT92JGDM6IdkhKKQ9pcqGU8tyT1/3EWXmFhH0+JozdwKAph5KUsffPK1EqnoTir+JC+1wopbxVWVbFsPWbWdq2Fb+0ySAzXMX6rzZGOyyllIe05kIp5aml3xbw+qEDmdurEwBm5Uau6poa5aiUih3xOFpEkwullKfm5lnM695hx+v5XdqSMyg5ihEppbymzSJKKU91/3Y5g9dt2vF6+JqNbF1fEcWIlIot8ThDp9ZcKKU81e7TRTy9Rnj74MH4bJtLZv1A1j//EO2wlFIe0uRCKeWprD5JJCzawI1TZmIDBelJFBSU0yldh6MqBTrPxW4ZYw4HJu/iGsnAEcB64B/A4UAGUAgIcJ6IVLrltALuBM4AOgFFwDzgERGZGnG9NGADkA/0FhE7Yt8Y4GXgZRG5PGL7ncBoERnpvj4fuA4YAqSJyK9+HsaYdsDDwMlAIrACOFFENjToB6QaxcZim9QEyE6Jvz/GWGOXBQltLcXfpRWWb+9+3pXFQVYF00nKSaBNeSFV/gTSqypZ+uUWOl6ars8YUSpONVpyISIzcBKGHYwxKcB0YAswE1gIfA70A7YDnXE+tC33+AzgG6AEuBD4EadfyHHA2cDUiOLPd//tDowGptQKaTtwoTHmMRGZv4uwC4GngVTg+do73finAt+6MRcA/YHiXf4glGdumR7i4e9skv3w5kk+zuyrXYa8ElywhfxRrxPeXELS6J60+eRCrCR/g8v5fNRENueFsbN7g2UR9vvICJby86tr2TinmAueHuxB9Eo1L6E4TLK9bhZ5CeeD+wIgB+cD+kwR2ebuXwc8G3H8jTi1FX1EpDBi+4fuEmksMB4nuRjLr5OLrcAknFqH4+oKTkQ+AzDGjNxF/JcB2cDvRSTobluwi2OVhwrKbB7+zqmcqgjB3bPCmlx4qOTROYQ3lwBQ+cVKKqauIOWEPg0qwy6tpGBzEPx+bL+Pssw0sG3CZRbBpDQS3lkCmlwoFZc8uzsbY+4CRgGniEixiOTjfDC/aIy51BgzwBhTO107Efi0VmJRV9lDgANwkpeXgFONMe3rOPQ+4EBjzPF7+TaOApYBrxhj8o0xi40xN+1lWQ0WCAR03V1PTYD0iAkdc1OtmIktHtersmp+7/DlpjW8nCQ/7SoC+MI223KzKM9IpTwzjbJWaZSlJOPLSo6Z96vrul6fda/E42gRy7btPR/VQMaYc4BXgVEiMjtiey7wJ+B4YCBOf4ongQdExDbGLAMmiMiteyj/aeAQERlqjEnEqQF5TET+7u4fA9wpIr2NMbcCFwFDgduJ6HMRUd5I4IvafS6MMV/gJEg3As8Ag4FPgRtE5I0G/2AarvF/Oc3YlFVh7vwmTHaKxTOjffTKjpO/whgULqlk27WTqPp5C6ljhpBx/YF7VU7wq2VMPm8Wi/v33LEtraKUZW2zuPP/BtB2UFZjhaxUU/DkpjNq7IYa9/qpz3Vq9je3Rm8WMcYY4BXgqsjEAkBE8nA+4G93O2SeC7yA09HzJZymjM57KD8dJ1kY55YZNMa8BlxljHkwsmOn63HgWuB3e/F2AsB6EXm8+i0YY8YDpwFNkVyoCMf08HFMD20KaQq+9CRyXjv9N5eTeFQfjrl3MyVPrWNtG2eGzsGbl3DquJM1sVDKFYrD0SKNeqc2xnTG6RvxyJ6+2YtIqYi8AszHqVUAp4/E8caYnN2cej7QCrjbGLPJGLMJuBLoCRxbx3XKgTtwmkjSGvaOmEfdtQdao6BUPSV2ycKsmccZP33GuT9Oot/mpWRUlEc7LKWUhxpzKGoaTmIxC7irjv05wC043/iX4HxAn4bTPPKge9jjOLUZE40xN7BztMho4CQR+T1O5803gJtrXeJ14GrgszrCexOnaeMqIjpkGmP8OMNLk9zXKe6uCrcG5BXgVmPMdTgdTwfi1JroDEBK1VOosJLx+x/EzV9+hY3F7H32YXBhWbTDUipmxONTURuzWeQsYAQwAAg4rSM1jAXaAROAjkAVsAq4XkTeAxCRgDHmMJx5Lt5xjysEfgD+aYwZCuwPXCkimyILN8Y8DHxijOlY+8Juf46bgWm1dl2CMx9Gteo7Xk9glYisNsacCDwKPIQzr8Y9IvJOfX4gSinwH9Sds6/7jE10BWDw8kK2pWXwqz9UpVTc8KRDp2o0+stRzV6wpJLlWY+RGSrDwqaCJBIePZauN/7qC4hSsc6TOoZDr91U414/85kOzb4uQ6f/Vkp5avW01ZAQxh8KA5BCBcndG9r9SSnVnGjXe6WUpzp1TmN9TuaO1zZQ2Llt9AJSKsaELKvGEg80uVBKeSptaGcWDuxBXloqQZ+Pt4YNpdf+udEOSynlIW0WUUp57g+fncjLf7YJlPr540Oj9IFlSkWoinYAHtDkQinlOctn0fZom7ZUkZSVFO1wlFIe0+RCKaWUiqJ46WcRSftcKKU8V7G1HFaFsIM6ulqplkBrLpRSnsqftYWvLppCVsJmCtMyeW/DKs75Q49oh6VUzKiKv4oLTS6UUt5a86+fOWbjNLIqSgD4/IkA28fcQKsMf5QjU0p5RZtFlFKeyshmR2IB0KNwE5WBYBQjUiq2VGHVWOKBJhdKKU91vXkIC3K77ng9u2N/5i3Up6IqFc+0WUQp5amiTxYz8ro7OGXpGir9Cczq1JYnkvV7jVLVgvFRWVGD/oUrpbxVkcDRK7eSGkogqxKOWpvHgb0Tox2VUspDmlwopTwVPKY37YvLdrxODtn8XJ4cxYiUii1By6qxxIOYbRYxxtwBPACMEZFXI7avAjrgzJhqA2uAv4nIm7XOPxe4HhgCBIHVwBvAEyJSGXHcC8CVwEgRmV6rjAeAk4D9gK9FZHQjv02l4t763Bw2pW8jt6ISCyhKTKQkrxx66JNRlYpXMVlzYYzxAVcBBcDVdRxypYhkAK2A24DXjDH7Rpx/N/A88G+gm4i0Bi7GSTQ6RhzXCrhgN9dZDtzllqWiYGOxzV3fhHhEwlRU6QRMzdGwb7+nPDGRrSkpJBeUkJMfIDhnM1NeWcd3n2whHG7c3+vCzzfz9bMr2LQk0KjlKuWVYK0lHsRqzcVxQGfgdGCiMWagiPxc+yARsYGPjDGFwABgsTGmBzAOuFxEXos4dgFwSa0iLgIqgD8CLxljrheR/IhzXgYwxoxozDen6icUtjnq3RBLCgBsftpq8fIJOjdCc2Lnbyd8/nOknfZnTvh2CT3X5wGwenEbvt+3CxawLS/I6Ms6N8r1fvxoA58/vAyA7yesZ8wrhuxOqY1StlKq/mKy5gKnFmGyiHwCzAfG1nWQMcZvjDkDSAfE3XwsYAFv1/M6bwDvAQFgzG8Lu3EFAoEWvV5QjptYOGZtsGMmNl2v33qpLCWpKsTNEybtSCwA2m7eecyqn7Y12nU3/Lx9x+tgWZity0ti4ueg6/Gx7pVSy6qxxAPLtmOrqtkY0wmnf8Q5IvKBMeZ64F6gk4iUuX0u2uLUHqUAicC9InKfe/4dwPUi0n4P1zkAmAMME5F5xphHgBNFZN86jr0HOCwKfS5i65fTxGzb5vC3Q8xc77z+y/4WDx2pNRfNSnEZ5d1uomRbEsvD/SgnBYD8tul8P6I3FnDC2K4cfPpu/1zrben0rXw4biHYkNY6kTEvG9Jb61NYVaPx5JM/+4b8Gvf6osfbNPsMIxabRa7A6QMx0X09HngIOA94xd02VkTGAxhj+uI0jfhF5G5gK5BrjEmK7LhZh7HADyIyz339b+AmY8xIEZnWmG9I7R3Lsvj8bD/vLrHJTobT+8RqRZvapYxU5kz+P9qd+DD7FSxgAx2xLZs2r19ON5LJyk2i94isRrtc3yPbcuFTQ8lbWUqvg1prYqGahbJmn0r8Wkzdrd2OnFcA2cA6Y8wmYCHgZxdNIyKyFCcROdPd9DnON/7zdnOdVu7+fY0xm9zrTHXPq/M6KjrSEi3GDPRpYtGMdeiZxdjTL2J9TiZp6fncceYo1qVnMOK4to2aWFTrPCiLIad2JLOdDndVKlpirebieKArcACwPmL7EOBTY8yg2icYY3rhDBedCyAiq4wx9wOPu8nKhyJS5I4muRW4xz0+DAwGSiOKOxn4lzEmV0TyjDGJOIlNAuAzxqQAtohUNOabViqe9Wvn57u2Xblq1BVU+Sxm9evMaYktusVPqRoq4+R5IpFiLbkYC3wgInNrbd9kjJnNzlqFF40xz+K0fxUBk4Gbqw8WkXuNMYtx5rl4yhhTidOPYzywEacj5wsisiLyIsaYV3BGmowB/gm8AFwWcUiZW06P3/pGlWopKgtLuOfdmYxYuQXbgimDe3DSFcOiHZZSykMx16FT1aC/HNXsrXt2NrPuXM/cg/YhlOCn9+INXPjBgbTaNyfaoSnVUJ5UMVg3FtS419uPtW72VRmxVnOhlIozm5Ky+fbAFKwk53aztH8ntvkSaRXluJSKGc0+lfg17SWnlPJUrzP7sCErfcfrsGVhJ8bh3VQptYMmF0opT7XOTuCrdjlsSU4kkOBnSvs2dMnWW49SO1hWzSUOaLOIUspzzw0r5ZL5bbGxeCx1Pb6cTtEOSSnlIU0ulFKeO/2y7rz534/wVYU56ZzTox2OUspjmlwopZpGgkU4QadvV6ol0ORCKaWUiqY46WcRSZMLpZTnQgWldPr7ClLLSrEHH4LVvU20Q1JKeUiTC6WU55b0fpYhhXNIIEhpz0WkBZ6H9JRoh6VUbIi/igsdiqqU8laoIkSHwuUkEAQgzS5m+QOfRzkqpZSXNLlQSnnLgm+7dauxaemCYJSCUSoWWbWW5k+bRZRSnsrfVE5CaRpb6EIaAbZZOZSNHhztsJRSHtLkQinlqarMFNoUhlmcMgQsSCurZEhycbTDUip2xEdlRQ2aXCilPJXkh/FHjuCFg4YA8PsZP/DnVflRjkop5SXtc6GU8pTtgxcOGkJJUiIlSYk8dfgwQr3bRTsspWJH/HW5iF7NhTEmsl402f23ImLb7cANIrJPxDl/BJ4AThSRye62VKAQOFdEPjLGrALuFJHx7v5zgFuB3m4xa4HnReTJPcUgIhnGmPOB64AhQJqIaG2PUg2wamMlYO/cYMGHmxO4NmoRKaW8FrUPShHJqF43xrwIJIjImIht+wGPG2O6i8hqd/MoYAFwNDDZ3XYo4Aem1b6GMeYQ4CXgHGCKe9wgoHt9YnAVAk8DqcDze/VmVfNUFYJLn4BJc+HwAfDOnyEtec/ntSDhYJgfL5/J1s/X0/rw9gx7/XD8qQmULS5iyTlTCG4oZVbn1rwSXMS1p4zBtiz+9tl/WZPeg/K5s0l+81Ks5MSoxR+65X3CL3yD1b8D/v9cg9UxO2qxqJYsTqorIsTst3ARWWCM2YiTULxkjPEDRwJXAndEHDoK+E5EttdRzMHAIhH51H0dAua6S33j+AzAGDOywW9CNW9vfA1vzXDWJwo88yn8+bToxhRj1r+5go3vrQJgy8R1rHlhKT2vH8CqP8+m7OdCAPYv2MgI5nH24msA2O5rxfP7dWeTrKbLy3NIuOawqMQenrWc8MPOfBv27BWE752I/9mLoxKLUvEm1vtcfImTPACMADYBHwH7GGOq5w8eBXyxi/NnAsONMY8bY04wxjSrht5AIKDrUVwvKymlhlA4ZmKLmfVQRHMHYIdsAoEAdsR2Cyglc8frynA2fTdsxrYsCIWjFn9poOaIFVt/v7q+h3XPxGGfC8u27T0f5bFdNUkYY8YAfxeRjsaY24AuInKdMWYy8G+cpo584GgR+do9ZxU1+1wcCvweOALoDHwP3CQiM+oTQ8T+kcAXTdznIvq/nJasIghnPQSf/gCH9YePb4fM1GhHFVNCFSG+P286eVM2kHNoO8x/jiIhM5GSH/NZctpnVG4sxU4IkV26ndZsJUQi5bQiLzWJwYcmkfzRVVipSdGL/5rxhP/9DfTrQMKkP2J102eeqN3y5KPfunV7jXu9/Y9WzT7FiNlmEddUoIMxZgBOP4tn3e1fua+DQDkwe1cFiMhMnBoMjDFdgYeBiW5fjiIPY1fNXXIiTLwDbDsun1rYGPzJfvb/4Ghs28aK+BmlD2nD8FUXYts2ZesCbOr2BMW0ce/MYXq+exIpJ/eNVtg7+J+9GN8zF9WIXammF3///2K6WURE1gJLgZNw+k985e6qbi4ZBXwtIvWaS9gt729AK6BXowes4pN+8OzRrj6cLcsiJQHmtO9GGgHSKKEVARLen9/EEe6aJhZKNb5Yr7kAp/biT8AyESlwt/0AtMMZBfLwrk40xpwO5ACfishGY0wucCOQByyuz8XdjqSJQJL7uvpRjhUios0WSu1Bud/PI6P259g3FwNOvwaW5UU1JqViShzmtzFdc+H6AuiAU1sBgIiEgK/d7bvqzAlOf4xzgB+MMSXAz0Bb4BgRKd3NeZEuAcqAz3CGspa5S/eGvQ2lWqZi209hZiY/dWoPOOmF70j981EqnsVEh061S/rLUc2eXRni/uPeZdy0/xAkjacOGUW/s4Zx4p/04WWq2fGmQ+dtgZodOv+e2ezrMppDzYVSqjlL9HHTrIlY2CRRwjX/m0xRVk60o1JKeUiTC6WUpyzLoiBl5zwXW9Oy6HmADvlUaqf4m+iiOXToVEo1c5+dfiG9Zn1JyGfxwfBjeWo/nS9EqXimyYVSynNXv3oEL/5fJcEyH4/dfiA+X3x8O1OqUcThn4MmF0qpJtF+UBkAyanaGqtUvNPkQimllIqmOJzITZMLpVTT0GHvSrUYmlwopTy37KF5bH4LQj4/8+fPY/CdQ6MdklLKQ9r4qZTy3IRJRfzUax+WdOvGpC+2Y4e1FkOpeKbJhVLKU1snL2JN2/bYPh9VCQmsyc2lfGtJtMNSKnbE3zQXmlwopbw19+0l+CNelyb4Cb05N2rxKKW8p8mFUspTPZLK+b61M0NnlWWxKjmBLd8HohyVUrEk/qouNLlQSnmq9OARDFi6hv92bM1XOWmcNHcR/rMHRDsspZSHdLSIUspTVRmpnLPwJx6c9iEWUJCUTqtwr2iHpVTsiI/Kiho8TS6MMb2AfwCHAxlAISDAecCFwJ0i0nsX5yYBf3GP6wEEgEXAUyLyvjGmL/B/wMFAK2AN8KiIvBhRRj/gUeBAnMeXzwRuEJFVta51ETAeuEdE7q217x/AyUBXoBj4BLhVRAr26oeiVAsz4Lh2LA1u55esDgR9fnpt34K1PC/aYSmlPOR1s8gkYCPQD8jESQQ+Yw95mjHGj/MhfjHwRyAX6ALcD5zlHpYDfAXsj5NcjAX+aYw5M6Kot4A8nMSgO06C8kYdlxwLFABXuNeOFHLjaAMMceN4ZbfvWnliRZHNW4vCrCjSYYzNRWh1IVten8+3HXvxU253FrfuwrTOA9i4disAVVtLKXp7KWXzttZ5vr2pCPut2dg/r23KsJVqWvHX5cK7mgtjTBucpOJMEdnmbl4HPOvu393pFwBHAANFZFnE9i/dBRGZA8yJ2PeNMeZTYCQwwd3WG/iriJS613wd+E+tOPvj1KycAvwXOAGYWL1fRG6POHyrMeZx4N3dBa8a34I8m4PeCFEchIxE+PYiP/vlxslfYZwKLctjm3mSF4ccRrcqiyFrNpAYCrEuJ4v811dQNXAavzywkuCaAPgtun9wMq1O7rnjfHtTEQwfBxuLINGPPfkvWKP2i+I7UkrVl2c1FyKSDywAXjTGXGqMGWCMqe+nwYnAd7USi90yxqQBBwE/Rmx+ELjUGJNpjGkFjMFJICJdDcwXkYk4NS1j93CpUbWuoZrAxOU2xUFnvTgIn6zQ2otYF/x0Cdb2crpu2c6wNetJDVaRELbpnl9EWmEiJZOXO4kFQMhm2/u/1Cxg+mInsQAIhuA/3zXtG1CqycRf1YXXzSIjgWnAjcA8YLMxZlw9koy2wPr6XsRtyngdWAu8FrHrU2BfoMhd+gM3R5yXAlwKvOxu+jdwgjGmyy6ucxZwDXBDfWP7LQKBgK6768PbU8OwdrETm67XvZ4wrBO2BbZlYUfcaiwgg2KSrzgYK2VnK2Tq8LY1yinp1RoSI1oph/eIifel6y13XdWfZTfRw4TcmoVzgRdwagfC7KJDpzHmTaCbiBxWj3ITcfpRdAFOqG6CMcbkACuA/+cuFnALTgfRwSJSboy5BHgR6CwiecaYBJwE5TkRuafWdc4BngPOEpGv9uJHsDf063mECUvDTF1jM6qbxZl9dRR1c1D58UI+fmkFFVJCv01bSAyFWZeTxbBxfeh446GUzNxA0VtLSRnYhtZjB2LVejqk/dVCp8ZiWHesK0ZG500otZMn1QrW3WU17vX2vanNvvqiyZKLasaYuTijNr5n18nFxTi1CPuJyC+190cclwK8jzMS5WQRKY7YZ4DvgDQRKXO3ZQLbgWEiMs8YMwOnk2lk1/VsYCvQQ0RC7nm/w0lQThGRmXv95htOkwvV7K36JcCEC+eQnbcNC9jUIZerXh9G7j6toh2aUg2lyUU9edmhMwenpuANYAnOB+VpwECcvhDpgOUmCJGCOKM8xgAfGmOuA751tx8GjBWRC40xGcDH7vYTqhOICItxRoDcYIx5BOc/xZ9wkotfjDED3PJOxUlCqrUD5uL0+/jYGHM9cDdwnIhoo69SDdS2fQoHrfiFz4cOIeT3c/iChfzy/9u78zgpqmuB47/DAMoOgqjILoJrXLhq3IJbFHcNJi4xisYtalze0/hcosZ9S6JGfWo0gsozhmhccEfFqHE74oY7yrAIiAg6wzYwM/f9cW9jTTs904zdXTPD+X4+/aGr6nb1qdvF1Kl7b1VN38iSC2NasWLe52I54UD9ILAeUA2UA6ep6njn3GhgMJCdFJyrqlc55/Yh3OfiFsJ9LiqAD4C/xHKjCGM6lhKu4sh8/l5VPUlVFznn9gOuJCQ5AkwhtnA4504EJqvqo1nfP9c5N57QdfMocEOM/fnkFS6q2rlp1WLM6qWjVDO/U0eGv/8xHapXMH+t7iyUNflx2oEZY4qm5N0iZpXYj2NavEUPvc24c8ppE//WzO/Vg31PWpsfHWWXlZoWpzjdIhdndYtc3PK7RWxUnDGmqBaVdVqZWAB0q6yk71rtUozIGFNsllwYY4pq7b02oFtVZqy1Z/sZH1L9zYpUYzKmWRGp+2oFLLkwxhRVWfs2fN5vHXac/SEjyyfz+rChSA8bsmRMa2ZPRTXGFF3Pg4Zx/pChlPlaNl/0Db327p92SMaYIrLkwhhTdMefNYD2456hZikce9xP0w7HGFNkllwYY0pira7LwvOLjTF1tY5hFnXYmAtjjDHGFJS1XBhjim9FNf0e/hRZ5vEjq5F29qfHmO+0vqYLa7kwxhTdNxtfQe87K+g1rpK5XS5LOxxjTJFZcmGMKbpFn9Uyt2N3pvZclxVVbVhy1XNph2RM8yFZr1bA2iaNMUX3ysAh3LDnblSXlTF82nSOe+1ztko7KGNM0VhyYYwpqo/m1TJhi82pLisD4M1BA+izfjdLLoxpxaxbxBhTVFK1gjZVtSun262oZtNBdk2qMa2ZtVwYY4pqw/Xb03fOPNZZVsmCTp3YZOocuh6/c9phGdN8tJJxFkmWXBhjikoE9in/mH7vVACwtG1bXpy9Y8pRGWOKqWjJhXNuEjACOFRV/5GYvx3wKjAdWAwMiIvaxXiWJlaziarOyFpvW2AFMB/YQFUr4vyBwDSgn6rOcs4dB9wOLAFqgWXAe8A4YIyq1pLFOfdb4EbgXFW9Ks4bAnwKrKeqc5taH8asruZ8W1PnQY+1IvSb8QXQI7WYjDHFVeyWiw+B44F/JOYdH+d3VNVNMzOdcxcAe6jqLnmuW4DzgP9poMwnqrpRXH8XYC/gBmAk8ItkQefcYOB04P08v9+YOpZOq+STM1+ndkkNG1y+NV236ZV2SKl7e57n+tPfYLs+61JWXUOv5Qt5cWhfxr7bkafOmMyoM7dg+wFlaYfZZJOm1XDppBX07CBcv087+nS1YWzGQPEHdD4IbBUP3JkD/CjgrgKs+1LgNOdcXo9XVNVKVf0ncCTwc+fcrpllzjkB7gTOAb4pQGxmNfT+L//N/IdnsuCZ2by970S892mHlLpXrnuDwydN5vpdtmd6P2HA8ukcO+V5jpjyAks+XcR+Y5dQXdMy62nxcs8B46p47vNaxr9fwwkPL087JNNSidR9tQLFTi6WEbohfh2nDwdeAOYUYN2vAY8AV6zKh1T1eWAesHti9snAAlV9oABxFUxlZaW9b0Hvl85avPL9ivnLqK2qaTaxpfV+2NRpzO/UifW+reBnH761cv7P3lNmd+nKgqUwb+Gi1ONsyvuKKqisWjmLLyp8s4nN3hfnvcmfFOvsKo65mAg8BDwN9CeMtbiI0Nl6maoOTJTPq1skMeZie+BL4ANgJ+Brvj/m4qxMt0jWOt4EXlfV38SxGi8C26rqHOfcS8CEZjLmomWe0q2mZt32MR+f/CrUevqfvRkbXuPSDil1S57+mOm/GMfXvhfrygwGf/sVAO+tM4DhR5/FqTu15/r910w5yqY77qEq7nyzhrZt4J5R7TnsRzZGvpUrSrOCXLG8zt96f177Ft98UfT/Cao6xTk3Hfg90Bt4ktCC0Sjn3C7AhMSsoYRWh8y6pznnbgGuA45ZhbD6Ak/E93cCF6tqIVpTzGqs74nD6LVvX2qX1dBxiN3HAaDjnsN46ZpjqL32RfpOreBbapndpQPLbz6GD0d0ZsNeLXuMwh0HrcHZO9bSdU1hvS4t/nhgTMGUKs2+nXAQv0RVa5zL74xOVScBnZPzYstF0mXAVGD/fNYZE/1DFP8AABIuSURBVJbewHNxXbsBWzjnro5FuhHGieylqrvmWI0x9Vqzb6e0Q2h2lnfqwl7z3mNdKvAIZW3asumieXTsNSjt0Api2NotO0EyphhKlVzcB8wE3iz0ilV1oXPuMuDChso55zoDexKuFnlQVZ+L8/tlFX2Q0J1zfdb8NZxzyfbbGlVd8YOCN2Y10KcTdK+q4uN1+9O7cgEDKxbS/v1PgO3SDs0YUyQlSS5UdRnhgF0sNwOnANnX/g11zi0ijF1YBkwBLiG0omRim5X8gHNuOVChqvOoqzxr+jFgvx8cuTGt3GYbtufmEUewZM0OtKmpZae3JzOi//p1mySNWZ21wh61og3oNAVhP45p8d58aj7jb5pFj/mVVLcto3PlUg4cuyUDt+iZdmjGrKriDOi8MmtA57k2oNMYYxrUZ1gnNn9jGmt/GW7//U2Pjkx/7nNLLoxZqcXnEt9jI5GMMUXVvZOsTCwAui9czJAtu6UYkTGm2Cy5MMYUVfvu7ajs0G7ldEW3MtbfdWiKERnTzEjWqxWw5MIYU1Rl7cpYa8LePOf68/hOg+n/yiFph2SMKTIbc2GMKbpdd+vBogvDbb633bhDytEYY4rNWi6MMcYYU1DWcmGMMcakqZWMs0iylgtjjDHGFJQlF8YYY4wpKEsujDHGGFNQNubCGGOMSZONuTDGGGOMaZglF8YYY4wpKEsujDHGGFNQNubCGGOMSZO0vkEX1nJhjDHGNHMiUi4im6UdR76s5cIYY4xJU+truLCWC2OMMaYlEpFtROQVEXk3/rtNnH+liJwd3/9CRGpFpHecflxE9ix6bN77Yn+HaSIReRLolXYcDWnbtm2v6urq+WnH0RQtNfaWGjdY7GloqXFDs4x9vvd+ZBpfLCLlwH7e+ylxuj0wFTjGe/+siOwB/A0YAvwEOMt7P1JEbgM2B24EHgDmAv2890uKGrD33l72avJr+PDhmnYMq1vsLTVui93iXp1iL/QLKAc2S0xvDkzNKjM1zu8AfA20B6YAI4E7gJ2BF0oRr3WLGGOMMa2I934p8C5wODAHeB7YHtgdeLYUMVhyYYwxxrQ8HwPtRWRXABHZDWgX50NIIv4APOu9rwJmAaMpUXJhV4uYH+r2tAP4AVpq7C01brDY09BS44aWHXsxTBSR6sT0wcCNItIJWAwc4r1fHpc9C1zKd8nEs8AOwOulCNQGdBpjjDGmoKxbxBhjjDEFZcmFMcYYYwrKxlyYVeKcm8h3995oC2wKbKGq72aV2wV4HPgkzqpS1e1KFWc259wYYA8gc838eFW9PEfZ3xMGPgGMUdVLix5gA5xzNxNGeVcBi4DTVVXrKTcauJ5wyRrANFU9uERhJuMYCowFehIuhztKVT/NKlNGuO5+JOCBq1T1jlLHmhVTT+AeYANgOfApcKKqfpVVbgx57kul5JwrB5bFF8A5qvpUVpmOwF3AcKAaOEtVJ5Qyzqx4BgIPJWZ1B7qq6lpZ5S4GTgZmx1kvq+oppYjRNI0lF2aVqOoemffOuYOAy7ITi4QPVNWVJrK8XKWqNzVUwDn3E+DnQOYe/q85515Q1X8XPbrcngDOUNUVzrn9gPsJB8D6TFTVQ0oXWr1uBW5W1Xudc0cCtwG7ZZX5JeFmPxsSkpC3nHMTVbW8pJHW5YFrVHUSgHPuWuAq4Nf1lG10X0rJIao6pYHlZwEVqjrEObch8KJzboiqLipRfHXE33vLzLRz7npyH5fuVtWzShGX+eGsW8T8EMcS7gjXmhxK+CO2VFWXAnfHealR1QmquiJOvgL0dc41y/+7zrnewNbAfXHWfcDWzrm1s4oeCvxVVWtjy8BDhKQuNaq6IJNYRK8CA1IKp1gOJSR7xNYkBfZONaLIOdeekHS2tr8pqyVruTBN4pxbl9A0XN9ZXcZQ59xkYAVwi6qOLUlwuf2Xc+5E4DPgXFX9sJ4y/YFJiekZhFvpNhenAo+pam2O5SOcc28DFcDVqvpY6UIDoB/wharWAKhqjXNudpyf7F7oD0xPTM+IZZqFmLz9BngkR5F89qU0jHPOCfAScJ6qfpO1vDnX+wGEfWdyjuWHOef2JNy++iJVfaV0oZlVZcmFqSMmA/1zLF4nc9AAjgKezO6PTpgM9FPVb51zg4CJzrkvVHVigUMGGo8bOB+Yo6q1zrmjgCedc4MT25OafOvcOXcYcAS5k50JwP2qutQ5txXwhHNu12Z04GtJ/kIY31Jf10dz3Zd2VtWZzrk1CGNvbgKOTDmmVdFQS+itwOWxa/CnwMPOuY1V9evShWdWhSUXpg5V3TrPoscAZzewnorE+2nOuYeAHYGiJBd5xP1Fouzdzrk/A32pexYH4Uwu2RTeH5hZkCBzyKfOnXMHA5cDu6vqlznWMz/x/i3n3MvAtkApk4uZwPrOubLYalEG9OH7dZip5zfidPYZdWqcc9cRxoLsX18Lkarmuy+VlKrOjP9WOeduof5Wl0y9Z04K+hNuDZ0q59z6wAjgV/UtV9W5iffPOOdmEsZFvVCaCM2qapb9tqZ5c87tAHQjDDTMVWa92DyLc24tYE/g7dJEWG886yfe7wXUkEg4EsYDRznnOjjnOhBaaP5RmijrFwdx/gnYq6EBj1nbOAD4MeH5AiWjqvMIv/PhcdbhwFv1tHCNB453zrWJ4zEOAv5Zukjr55y7gnAlxUGqWpWjTL77Usk45zo557rF9wIcRv3/38YDJ8ZyGwLbAE+WKs4GHE3o7qu3JSKrzrcEBvLdba5NM2QtF6YpjiEMeqzTDOycuwSYraq3AqOA3zjnVhD2s7Gq+nDpQ11prHNuHaCWMB7hAFWtBnDO3QE8oqqPqOok59yDwPvxc3eratpnR3cRLo38p3MrL77ZXVW/TsYOnOKcO5BwiSGEPve3Sh8uJxHq+0JgISFBwzn3OHBhvIz2HmA7wuWeAJeo6rQUYl3JObcpcC7h8un/xLqepqoHx3Es+6jqbBrYl1K0DvBAbCkqAz4gXLpJVuzXAmOcc1MJSdEJqlqZUsxJo4HTkjOy9pcrnHPDCTEvB36VbM0wzY/d/tsYY4wxBWXdIsYYY4wpKEsujDHGGFNQllwYY4wxpqAsuTDGGGNMQVlyYYwxxpiCsuTCmAITkYEi4kWkb5G/5yQRuScx/YSI/K6Y32nqJyJTRWR0nmVLsn+UgoisEbd9o7RjMc2LJRcmNSIyWETGi8hcEVkkIjNF5F8i0j4uHy0iU+v5XK75v4x/tC+qZ9kkEamK3/OtiLwlIqOKs2XFJyKdgEuAizPzvPd7e++vSS2oRsTfZqe041gdFKOuRWQXEalzPw/vfRXh3hnXFvK7TMtnyYVJ0+PAHGAY0AXYHngKkCau70RgAfBrESmrZ/ml3vvOhEd83wfcLyJDm/hdaTsSeM97/1nagZjV3n3AbiIyJO1ATPNhyYVJhYj0JCQVt3rvv/XBLO/9rfFsaFXXtzGwM+E2wuvRwGOkvffVwC2EOxluXs+6ThGRt7PmDRKRGhEZGKfvii0tlSLygYgc0UBsF4vIxKx5k0TkgsT0ZiLylIh8JSIzRORKEWnXwCYfBDyTa52JpvejY3yLReRxEekhIleJyLzYYnRK4vOjYxP3OSIyJ5b5YzKOxrZbRH4kIk/G7ViQ2W4ReScWeTq2Ht2Ro646isgN8Tvmi8hDItI/sXxSjOmBGMNnInJgrkpKbNOZIjIrfuY6EekZ11EhIh8lz/JFpK2IXCgin4vIQhF5VkQ2SyxvJyJ/StThOfV8784i8lKsg89E5L9FJO+kWURGicg7sZXtHRE5OHubssqPydRprroWkfK4XS/F+Soi29S3jsS8chE5UkT6EG73XxY/u0hEjgbw3lcQnhFzQL7bZ1o/Sy5MKrz3XxNusX2HiBwlIpusyh/fepwAvOu9n0BoETkxV0EJ3S6nEB4F/049Rf4P2EhEtkzMGw1M8t6Xx+mXgC2B7oTuiTEisklTAheR3oQHMD0IrE9owfkp4VbUuWxNuMVzY0YBOxEeUDUQeI3wmPA+hNu4X588eBMeatUfGBzj2J+6D6jLud0isl7cjhfid60LXAXgvd8ifn5P731n7/1xOeL9M+GZKD+OscwHHpW6LVFHA38kPN/mJmCsiHRsoA4GxHgHx7r4LeFAeS3Qg1DvdyXKn024Zfk+cRteBJ4Rka5x+f8A+wE7AIPitq582F2sj8fj+tcG9gVOJcdDubKJyA7AuPg9PYHzgPtEZLt8Pt9IXZ8EnA6sRXiWy+OJ7WponbMJCXtNXGdn7/3YRJH3CPukMYAlFyZduwCTgDMID1n6UkR+n5VkDBKRb5IvQqvDSiKyJuFgkDlA3AnsLd8fMHd+/Pws4EBglPf+e2M3vPcLgYcJB19iPEeTeBy09/5O7/3X3vsa7/3fCQ8I26UJdUCM/R3v/W3e++Xe+y+AK+P8XHoQnmvRmEu99wtiMjcBWOG9/6v3vtp7/wTh2R9bJcrXAmd775fGLpdrCIkV0Oh2/wqY6r2/0nu/OG5L3k/BFZE2hHq+wHv/hfd+MWHf2JjwdNeM+733//He1wK3E5KMDRtY9VLgDzGedwgJ5Rve+1e99zXAvcAQEekWyx8DXO29/yi2ol1CeKbFvnH5UXH5VO/9UuAsIPkchZOB8d77h2M9fURIghr6PZNGAw9475+Iv9NjwL8IjyT/oe703r/pvV8OXE2om/0KsN4KQsJiDGDJhUmR936+9/487/3WhDPL3wEXEg/q0TTvfffki/hApoSfA50JBwkIZ41fAdlnx5fHdfT23u/gvX+0gfDuAo6IXQK7xfgehHAQFJFLROTj2Gz9DbAF4Sy1KQYBO2YlUH8jnDXnshBo9IyTMKYlY0nWdGZel8T0PO/9ksR0OeFx4vls90DCQ7+aam1gDWDlA8y894uAeUC/RLk5ieWL49vkNmSbFxORjOx6yGxvZh39smKoJdRDJoa+cToZw7zE+gYBh2f9nhcRuuvyUef7o8+oWwdNVZ5548ODpWYQf98fqCthvJMxgCUXppnw3i/x3o8hnAlv2UjxbCcQxk9MEZG5hJaJHuQe2JmPZ4AqQrfAaODv8SwVwmPEjyN0OfSICc875B6IWgl0yprXJ/F+OjAxK4nqFgef5vIW0KRumEb0zupiGEioT2h8u8tpuAWhsackfkWo84GZGSLSGegNzMwr+sKYmRVDmzidieGLrOWdqJtYTgf+lvV7dvXeb9qU748GJ76/sf0Jctd1Mm4hdIFlft866xWRtoS6z0gmaNk2I+yTxgCWXJiUSBhYeKWEgYzt4iC6UYQ/Ui+uwno2IfSjH0xISjKvbQln/vs0Jb7YXH434THQPyPRJUI4S6smHAzbiMixhDP4XN4EthaR4XE7TyWc3WbcDTgROVZE1owtBINFZGQD63wI2GPVt6xRbYCrRaSDiAwmNPln+tYb2+57gWESBoR2FJH2IpKMcS4NJB+xheBu4FIR6ROTnD8CHwGvF2j78jEG+J2IDI3jc84H2gKPxeX3AGeLyAYi0oHQdZT8W3oLcJiI7J/YtzcRkRF5fv9YYJSI7CUiZSKyN2EfzHT7vU1IAveL+8rBwE+y1pGrro8Vka1ji9zZQMfEdr0J7C5h8PIawOVAclDxXMKAzuS+i4h0Ifx/eyTP7TOrAUsuTFqWE86KHiQ0p34FXACc5r0fvwrrORGY7L1/1Hs/N/F6FxhPAwM783AXMILQNZM8uI0lDIycSjiL3YQGEiLv/STgT8CThOb4dYCXE8vnArsSrgApJ3R5/ItwtprLPcAWMQEopOmEM9lphG18knDwhEa2Ow7624UwGHUW4WCUHAx6PnCJhCswbsvx/WcCSrj6YAahK+GAmOyVyrWEyyufBr4kdIvtGa+KgDAe5ingVUI9zSDUGwDe+ymEcQxnEH7veYSEJa9uM+/9y4SxJ9cR9oVrgCO996/G5Z8RBmXeTvi/MxJ4IGs1uer6duDGuN5DgX2999/GZeMICcJkQjfMDMLvnInrE+B/gddjd09mgOrhwPPe+0/z2T6zepDQ7WaMaWlE5CRgR+99Xlch5LG+0YTBlHa/glZIRMoJv++9jZVdhXWuAUwhJIAfFmq9puVrm3YAxpim8d7fCtyadhxm9RWvpmlonI1ZTVm3iDHGGGMKyrpFjDHGGFNQ1nJhjDHGmIKy5MIYY4wxBWXJhTHGGGMKypILY4wxxhSUJRfGGGOMKaj/B/Pk4rDEthREAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary_plot(shap_values_genes, X_test, feature_names=X_train.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary_plot(primal_effects_genes, X_test, feature_names=X_train.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary_plot(interaction_effects_genes, X_test, feature_names=X_train.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_num_features = 10\n",
    "indices = np.argsort(np.max(np.abs(primal_effects_genes), axis=-1))[::-1]\n",
    "patient_index = indices[0]\n",
    "ind_df = pd.DataFrame({\n",
    "    'Primal Main Effect': primal_effects_genes[patient_index],\n",
    "    'Interaction Effect': shap_values_genes[patient_index] - primal_effects_genes[patient_index],\n",
    "    'Sampled Shap Value': shap_values_genes[patient_index],\n",
    "    'Feature': X_train.columns,\n",
    "    'Feature Value': X_test[patient_index]\n",
    "})\n",
    "ind_df.sort_values(by=['Primal Main Effect'], inplace=True)\n",
    "ind_df = pd.concat([ind_df.tail(max_num_features), ind_df.head(max_num_features)])\n",
    "ind_df.drop('Sampled Shap Value', inplace=True, axis='columns')\n",
    "melted_df = pd.melt(ind_df, id_vars=['Feature', 'Feature Value'], value_name='Sampled SHAP Value', var_name='Effect Type')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base = alt.Chart(melted_df).mark_bar().encode(\n",
    "    alt.X('sum(Sampled SHAP Value):Q'),\n",
    "    alt.Y('Feature:N', sort=alt.EncodingSortField(\n",
    "            field=\"Sampled SHAP Value\",\n",
    "            order=\"descending\" \n",
    "        ))\n",
    ")\n",
    "\n",
    "base_descending = base.transform_window(\n",
    "    rank='rank(sum(Sampled SHAP Value))',\n",
    "    sort=[alt.SortField('sum(Sampled SHAP Value)', order='descending')]\n",
    ")\n",
    "\n",
    "base_ascending = base.transform_window(\n",
    "    rank='rank(sum(Sampled SHAP Value))',\n",
    "    sort=[alt.SortField('sum(Sampled SHAP Value)', order='ascending')]\n",
    ")\n",
    "\n",
    "(base_descending.encode(\n",
    "    alt.Color('Feature Value:Q', scale=alt.Scale(scheme='viridis'))\n",
    "))  | base_descending.encode(\n",
    "    alt.Color('Effect Type:N', scale=alt.Scale(scheme='dark2'))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns; sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "trend_df = pd.DataFrame({\n",
    "    'Feature Value': X_test.flatten(),\n",
    "    'Main Effect':   primal_effects_genes.flatten(),\n",
    "    'SHAP Value':    shap_values_genes.flatten(),\n",
    "    'Interaction Effect': interaction_effects_genes.flatten()\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/homes/gws/psturm/miniconda3/lib/python3.7/_collections_abc.py:841: MatplotlibDeprecationWarning: \n",
      "The examples.directory rcparam was deprecated in Matplotlib 3.0 and will be removed in 3.2. In the future, examples will be found relative to the 'datapath' directory.\n",
      "  self[key] = other[key]\n",
      "/homes/gws/psturm/miniconda3/lib/python3.7/_collections_abc.py:841: MatplotlibDeprecationWarning: \n",
      "The savefig.frameon rcparam was deprecated in Matplotlib 3.1 and will be removed in 3.3.\n",
      "  self[key] = other[key]\n",
      "/homes/gws/psturm/miniconda3/lib/python3.7/_collections_abc.py:841: MatplotlibDeprecationWarning: \n",
      "The text.latex.unicode rcparam was deprecated in Matplotlib 3.0 and will be removed in 3.2.\n",
      "  self[key] = other[key]\n",
      "/homes/gws/psturm/miniconda3/lib/python3.7/_collections_abc.py:841: MatplotlibDeprecationWarning: \n",
      "The verbose.fileo rcparam was deprecated in Matplotlib 3.1 and will be removed in 3.3.\n",
      "  self[key] = other[key]\n",
      "/homes/gws/psturm/miniconda3/lib/python3.7/_collections_abc.py:841: MatplotlibDeprecationWarning: \n",
      "The verbose.level rcparam was deprecated in Matplotlib 3.1 and will be removed in 3.3.\n",
      "  self[key] = other[key]\n"
     ]
    }
   ],
   "source": [
    "sns.reset_orig()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zDq4sT7HejFBRBmUNP1YG7D14Q6UfgGXrgKy8uveWsOOgMigvY0n/XoS4aT5dVkaqsowe8Z+R/dfWUBuMj/v14JczjXtfqeOkPSvYdvPo84b0NfbsEyj7OKu1AdjcAkvmr+XDt6J/m6Gr19AnNAR0xWn9OPWUjSd7uG96zYbnU2fVsXJdYRrQ3nhqES9PeZ9Vi9bzxpOLePmRhQX5HOlC7y2BAy+F4efCLx9tvsxZE+Hhl+CZ1+GY6yGdgb/9BO7/PnWHfZLsr+doyFMtjRpx0xnCs69vOB5JwZtL4O+zYUX9L1rAyAAZbFhfOGxPePEaePonMHrr/F97t0pWH3RSEnSX8t5P9N47770bMGBAwT5nYE8YUF+pKzOoSEFdBuoCKYMR/eCJL5Xx/mr48iNp/jY34K3nhvd/2LOSlZXlfGZE6z+ol9y0jG3eX0VlXZQ1t+gFz57Vg8qU8fdTUnx3b+OnB5Rx82Fl7LtV1o99VpNvKgSGDChj9JjefG2Mccg2xg4D4OYjyzhp5yjD9ltfy0HzP+LQ+UvYavkaqM3QI2R47IQy/nZeb07cY+Na/gFDjTfOreDJU8vZf5sy1vWppK6qnHRFiq/+OU0qZbxyQV9e/E4fZl3Yj7VL6+hb25B8q6qMi4/tSf/BVfTsG8XRt7aOGwcv44Yjyvnr6RV8eY9m2raBTwxt2D9qizL6FugusNp1jf84ql3b9YP8JM8unATPvQ7vfQTfuwP+t2DjMguXNzxfsQbW1EBVObw6j9TKFWSoqK8/k+7bL362nvqkyyn7kFqxGMi02PdaduJelPdeS4oVlPEx9vvnYOFS+PesaCayhEnaKO5ENHED84GhzrmU9z4dD/jaOt6fbR6wDfBi/Dq71tzasW7Rp9J44sQU17yYYf7SNP99owYC7Nu/jn9/vRdlZdEP4FPvZDbUZJ/fanOWVZbzQa8erOhRiQHXHtJ8AgKoSweWr85QEWC/j1bRt18Zj1655Ybj225m3HBww/sPHmE8fiI8PS/wqa168NRrNSxcGfj+gZUcsG3LP04HDYfMv1fSL06ebslKyvbswS3HVLB5zzLoCfefUsWnJq7Hr0hRlgnsSg3f268XFeXGyM2MnU7rw5iJNSyOB7euT8PydTBqc8MNjz77uEP6cMv9KxhYW8eY3au48OzN2axP9Hdo9bU7M23qIvoNquRTJ25Fqrz1v0/vOqUXu265nlXrA987sKrdg+5ytcsRW/L6Xxfx3ssrGLxDH/b8wlYF+RzpQmtrWn8N8KPj4KxboxHZ44+AAb2j2vZVD2FAmRmZ4z6DfW5Pyk7am7DjN7Glq4CP4ci9sIs/Dw88Q0VYCqRg2BBsp+GEGQthyWrYfShlL72GfVx/x4NBRSV8+nKY+2G06/QDYdL4wv07dLGkDRKzpNwD6px7Fvi/rEFiX/XeH9ykzJnAWOAo4oFgwGe89++0dqy1z62urg6TJk3qUMxLVmd45f00u2+VYlCf1pPFkQ+l+eucOsgEth+c4s1zG2qb6+sCh05O86/3An0roX9F4L1VDe89e88ybjum5eR5xyOruOvPqykz+PbYfnzhoPb1tf75rQz/7/kMW/WBGw9LsWXvjRPZxzWBsy/+gLXLo+bnMoPf3zSUHlUbX/ffZ65n/doMn9mzip5Njj/+ZpoTH6pjbR18ZY8y7jxu41r33AW1rF0X2Gm7ioIl1UKoWZOmslfLf0xJCZn5Lhx1FSxYCt84Cm48t/ly7y+Dj9fDqCHR62/dBr+duuFwhl4EKrHjPwFvvY+9vQAO2Rm791tRH/KdT8Odz8Auw+D6M6FnFWHFGpi3FLbsi2151oZzRd/0hmU3nJaVQfr+fF99rvL+y/meXdUooQ0Ll5XOF0AzklKDBjgfuMs5dzmwDDgDwDk3Fbjce++BScC+QP3tV1dmJeDWjuXd3KVp9v31ahatDmzR23j+W33YfouWv5xfXRKiJm7grRVRUq4qj372qsqNZ05L8doSGNoXZnyQ4YjJDc2m/dtomj3ruL4c9emelKeMLTZrX4L4aG3gpCnpDf3SkOaB41L4aWuoqQl80vWmosLoXWlcdNYAfjFhCevWB84+ebNmkzPAQbu3HPBRo1K89+0ylq+D7QY0/7s3cmjrA+KKlZJzguy+Dcy/NbqXubUZvbZq0kV29iFw97OwYg0hVU5IR1/R4eGXMOJBUH/+H6xah/XtCWceQqj+LPziMTj7NjhtP+zYT8Du0UDNMHooNru+eb2CRoM/IBrT0l4frYre178YF7Qp6Xy8kcTUoLtLR2vQ1z2zjh88tm7D66s/34MLD2n5HtwfPZfm5/+N/q9O3cmYfEzrX+bX/CfN7S+n2WUL4/ZjytmsR2F+cN9cFtjh1oZBWQcMM87JrOCJJ1cCsMfuPbnogiEbjmcygUwGysuT9YskkjeLVsDbH5K+6I/w97i+0LMcy2omt7nXYttsAUC4bir84PfRgfIUzLgK23VYdOzCyXDNI0SJKwWsiweMlUWTmdz2dTjrs7nHds2f4KJ7os+5/Rtw+kGdudK8fwnMt581SmjDw49K+osmSTXokjJ6UKrJ69b/kv3ZZ1J8btvAmtrA4SPb/pn74X4pfrhf4WtkowYY1bsak14L9CiHi/Yt4/HfNkwh+MrMtdTUZKiMbxsqK7PsQd7dbqpfx1+mrWPn4RWcd2RDv75ItxncHwb3p+zBbxCuehTW1cIxe8B5d8HiVXDpsRuSMwCz3m94XpeGOR9CnKD53tEw9RV49T0gA2aEw/bEzjkc9h8NwwbmHldtHVxybzRtWW0dXHxPZxN03iWtuqkE3U2O262CCSf15MnZdRwyqpwv7t72xPafGVactw7c/flyrtg/sFkPGNjTmL19FUt9dEvT8GEVG5JzsXn13VouumslIcAzr9TQt4dx+sG92n6jSBewQX2x35zWsOO4TxDq0ljTGXXO+DTc++8okY8eAp9tWIbStuxP+OO3YfQPgDIIVbC+DE7uwOxh5Sno3wuWro5eb96n/ecosI6M3DazjWahDCHMaVLmbmCPrF17AMeHEB7peLRtU4LuRuftV8V5+yVjBafts/qDvz5uEI+PXEnN+gxHHtG/G6Nq8Px7GSbNTLPTwDK+sU8ZZWbMX5wmu4dn3uL2LbIh0tU2Ss6AHbgT4Y2ro5rzvttj/Xo2LrBZL6iqaJjbe8hmHfxwgz9dCN+/M+pX/924jp2ngDp4a9UE4KYQwj1m1uwslCGEM+qfm9mewNPAE50INSdK0JJ3VVVlHH9sB78ECmDeisCh99SyphYgw7q6FD/Yv5z9d6lk5OAUcxel6d3D+MK+modbSpONHAQjBzV/bFA/woPfhKsfg603g99Wd/yDDtwVXuy2yRXzzsyanYXSzAaFEBa38LavAveGENYXOj4l6CL33/cDt8/MsP1mxvecUV5EfaQLVgV6lsPmPYsnpubMWhLi5ByZFq+w1b9XGfdfOIA35tcxYlCKQf01ilqSyY4dA8eO6e4wukC7v4uGAwtCiKYWDCGkzax+FsqNErSZVQKnAYd1MtCcKEEXsYWrA4c+kObjWoDA6hrjygOKI4lc8Gya632gMgX3Hl3GSTsWZz8zwO4DAvuvW82H6425/Xtx8i4NsfaqKmPvUZvewvYiSdR0kJiZjQOy2+InhhAmduIjjgfmhRBmdOIcOVOCLmJvLydOzpGXW2pw6WJL1wau99GvQk0afvzvTFEn6N/++kOGv1fDcODM4Wm+uFPzTYEipSCkM2TOvJ3w0Euwz0hSU76JDSjGe5K7XtM+6DgZt5aQ5wNDzSwV155bmoWy3tnA7fmINRfF+60qfGIw7BrfBVFmcNrOxdGU3LMc+mTNBTK4V3HE1Zy1azO8Pbfh/tEP3l3XSmmR4hcenk645/lo1PZzc8j88snuDqlotHcu7hDCImAG0SySxI/Tm+t/NrNhwGeAe/MYcqtUgy5ivSuNf5+W4m/zAtv2N/YaXByJsGeF8afjy7jsnxk2qzJuPqx4/87r2bOMHbavYs5b0XiOPXbr2cY7RKRUdXAU9/nAXWbWaBZKM5sKXB5C8HG5rwCPhhAKt4RhE5pJrJM6Mxe3dI21azP8/Z+r6dHDOPDTfTQZiZS0DU3cf5gWNXE//I1SbeLO+y/iHLu2UULbIfygpH/ZVYOWxOvZs4zPHd6vu8MQyQtLlZGadE60eoA0UdL5eCNK0CIikghJWAM6mxK0iIgkghK0iIhIEUraiColaBERSQTVoEVERIqQErSIiEgRUhO3iIhIEVINWkREpAgpQYuIiBQhNXGLiIgUoaTVoIt3lQMREZFNmGrQIiKSCEmrQbeZoJ1z5cB0YB/vvRbTFRGRopS0Pug2m7i993XAZiTv2kVEJEEC1mgrdbn2Qf8a+FlcmxYRESlC1mQrbbkm3POAkcDXnHPvA5n6A9770QWIS0REpF2SUGvOlmuC/mlBoxAREemkpPXD5pSgvfd3FTqQznDO9QLuAPYG6oALvPePNVPuC8DlQBVR+8ft3vvr42NnAr8C5sbF3/Hef7HgwYuISF5sqjVonHP7AGcDw4H5RMntxUIF1k4XACu996OcczsAzznnRnnvVzcp9wFwrPd+oXOuP/CSc+4F7/1z8fGnvPcndWXgIiKSH0mrQec0SMw5dzzwD6A/0S1X/YC/O+eKpYZ5CnALgPd+DuCBo5oW8t7/13u/MH6+AngD2KYL4xQRkQLJYI22UpdrDfoK4ETv/dT6Hc65o4CrgT8VIrB2GgG8m/V6HlFNv0XOuZ2ATxENgKt3kHNuBrAS+IX3/s/5DlRERApjU23iHgn8pcm+J4DJeY2mBc65aURJuDlbduB8WwFTgK/X16iBx4D7vfdrnXOfAB53zh3svX+jmfePA8YBDBkypL0fLyIiBdCRJm4zGw3cBQwEPgLOCCHMaabcycBlROOXAnBYCOHDToTbplwT9LvAYcBfs/YdSlRTLTjv/ZjWjjvn5hE1VS+Od40Anmmh7GDgKeAa7/2DWZ+xJOv5dOfcv4BPEjWDN41nIjARoLq6OmndHiIiJamDNegJwE0hhHvM7HSi7tJDsguYmQN+DBwSQvjAzPoD6zsZbptyTdBXAVOccw8B7xDVqE8EvlKguNrrQaKmah8PEtsHGNu0kHNuIPAkcKP3/rYmx4Z67xfEz7chav4uutvL3lkeqAuww4BkNeWIiHRWexO0mQ0GxgCHx7smAzea2aAQwuKsot8FrgshfAAQQliRh3DblNMgMe/9H4hqzGsAB6wFDvfeP1TA2NrjWmAz59ybRE3V47z3qwCcc1c6586Py10EjAbOc87NiLez4mPfcM695px7GXgEuMR7P72Lr6NV17+YYbtb04z+vzSX/zPd3eGIiBSV0GTLwXBgQQghDRA/LmTjMUy7ANuZ2T/MbJqZXWpmBa8lWQjNX4Zz7g/e+xPj52d57+8odDClqLq6OkyaNKlLPmuLG+v4aG30vKIM1n8vRRf8jIiIFELev7z+Ybc1SmgHcc55xOOFYhNDCBM3BGC2N3B3CGHXrH2vA6eHEKZl7XuFaI6MLwGVRGOybgkh3J3va8jWWg360Kznvy5kEJKbYX0ang/ti5KziEiWpotlhBAmhhBc1jaxyVvmA0PNLAUQP24d7882D3gohLA+hLCKaJDxJwt9Pa31Qb/mnJsMzAQqnXOXNFfIe//zgkQmG3nwCyl+8GyG2gxcfWCu65yIiEhzQgiLzGwG0Zile+LH6U36nwHuA442s0lEefNQoOBdvK0l6NOJ+mwPBlI0dKJnC4ASdBfZYYDx8BdT3R2GiEhR6uAtNecDd5nZ5cAy4AwAM5sKXB5C8MDvicZfvU60WNQTwG3Nny5/WkzQ3vt3iCfxcM7N8N4fXOhgREREOqojt1mFEGYB+zaz/+is5xnge/HWZXJdLGOvQgciIiLSGUmblCLnxTJERESK2aY61aeIiEhRU4IWEREpQpnuDiDPlKBFRCQRQtkmWIN2zqWAi4nm3h7sve/vnDsS2NZ7P6GQAYqIiOQiJCs/5zYXN9FiGccBF9IwUG42jddSFhER6TahzBptpS7XBH0a8AXv/R9paOafS7SqlYiISLcLZY23UpfrJfQCFjXZV7eZyVMAABxSSURBVAmsy284IiIiHRNS1mgrRmaWimcta1OuCXoacFaTfacBL7QnMBERkULJlFmjrUiVA1fkWjAXFwDPOudOBXo55x4lmpdU03+KiEhRKJZmbTM7rZXDFbmeJ9epPl91zu1MNIn4LOBd4Bzv/Ye5fpCIiEghFdHAsHuIlqxs7tbsnIPM+T5o7/1i4Ppcy4uIiHSlIrrNah4wNoTwn6YHzKwH8HEuJ8n1Puhm14IGrQctIiLFoYhq0DOAvYCNEjTRrco5BZprDbrpWtBbA9sC/0TrQYuIiGT7Oi3MPBpCWE+OA7Rz7YPeaDCYc+6bwKBc3i8iIlJomaKpQNMzhPBWZ0/SmTFvvwPO72wAIiIi+VBEM4lNN7MzO3uSziToPWnHaDQREZFCCtZ460YnAT81swfMbEBHT5LrILEnaZiDG6A3MAa4oaMfLCIikk/BiqPOGEL4q5ntQdTS/IqZnQPMbFJmYVvnyXWQ2D+bvF4FXOK9/3trb3LObe+973Q7vIiISFuKqA+aEMJS4BQzuw94nIZKrsXPU22dI9dBYj/pYIzTnXPf8t7f2cH3i4iI5KSIbrPCzPoR1aA/CxwPvNzec7SYoJ1zW+dyAu99a9X0k4DbnXNHA+d575e1Mz4REZGcFMtEJWb2WeBuonUs9gghLOnIeVqrQb9H437njWKgjWq69/6vzrkN7fDOuY3a4dtI8CIiIjnpSB+0mY0G7gIGAh8BZ4QQ5jQp82Oie5vr89W/QgjfaOW0jwLfDyFMbHdAWVpL0Nt25sT1vPdLgVOccx1uhxcREWlLB/ugJwA3hRDuMbPTgVuAQ5opd3cI4YIcz7l3CGF2h6LJ0mKC9t6/29mTAzjnOt0OLyIi0pb21qDNbDDRHUn1s2VOBm40s0EhhMUdjqOF5Gxmk4BvhRBy6u7NebEM59xOREl2EFn3P3vvr2zlPZ8lqx3ee9+hdvg24uoF3AHsDdQBF3jvH2shlqlA/T/ceu/9vlnHLwPOjF/e6b2/Kt+xiohI4XSgD3o4sCCEkAYIIaTNbGG8v2mCPtXMjgA+AK5obiGMeq0sN3kc8LyZLQsh3NdWcLneBz0WuBN4BdgjftwT+Ecbb30U+L73vlPt8G24AFjpvR/lnNsBeM45N8p7v7qZsq97713Tnc65A4EvAbvFu/7rnPu7976t6xMRkSKRaVKDNrNxwLisXRM72C88AfhZCKHWzA4HppjZziGEj1oofw9Rf3Vtk/29gQuJKpNtJuhcZxL7EVDtvd8HWBM/nk9UM27NtQVOzgCnEPUZ4L2fA3jgqA6c427v/Vrv/VqiWv8peY1SREQKqulMYiGEiSEEl7U1zUfzgaFmlgKIH7eO9zecN4QPQgi18fMn4+O70bJriQacnRpC2LZ+A5YBnwohbJfL9eSaoEcADzbZdzdQ3cb7cu1Q74wRQHZ/+Tyi5onmjHbOTXPO/dc595UOnkNERIpQMGu0tVk+hEVES0OOjXeNBaY37X82s6FZz/cCRgL/a+W8FwLnArea2Q1m1rO91wK590EvB/rHjx8653Ym+uugdxvv6/Rdac65aUQJtDlbtuNU04Dh3vsVzrltgaeccwu89091IKYNzSZDhgxp79tFRKQAOjjV5/nAXWZ2OVEN9wwAM5sKXB5C8MDPzWxvIA3UANUhhA9ajSWEF8zMAT8BXjazb9D6rcsbyTVBPwV8kWgw1gPx61qi26ZaY8654bSSqL3381o7gfd+TGvHnXPzgG1o6NAfATzTzHlWZj1/xzn3MPBpomupP0e9ETRp4mhyronARIDq6up2/YOLiEhhdGSikhDCLGDfZvYfnfX8K02P53juGuBiM/sDcDvRvdY5y3Wqz7OzXl4BzAL6Ed3c3ZpewNwWjuXrPugHgfMAHw8S24eG5ooNnHNbAR9474NzbnPgCODSrHP8xjl3U/z6DGB8J+MSEREhhODjGvjWwPu5vi/XUdwj6mu63vtADqPPYmuAHXMNpoOuBe50zr1J1Pwwznu/CsA5dyWw0Hs/ATgR+Jpzrpbouu/y3k8B8N4/65z7I/BafM6721oIREREiksxzcXdjE8DewH/Al7M5Q0WQtsttM65OqJm49uAP3nv1+dycufcSu99v1zKlqrq6uowadKk7g5DRKTU5D2b3rLzlEYJ7bw3vtAtGdvMbgVeCCHcGr8+l+huo6VE47m+FEJ4uK3z5DqKewfg38D/A953zt3snNvofuLm4szx/CIiIp0SyqzR1o0OJhrfVO9S4MIQwhbAt8jxDqdc+6DfIep7vsI5dyjwFeAZ59zb3vs9W3nrNc65pjOq1AJvA9O995lcPl9ERKRNHRvFXQiDQgjvAJjZdkR9zxPiY7cDLc7AmS3nqT6zPEs0QGw4cGAbZc9uZl8FMAR42Tl3nPd+QQdiEBERaaSI+qDXm1lVCGE94ID/hRBWxcdqgapcTtKeubj3AM4CTgPWE01Ucm5r7/HeN7silnOuD/Br4BfA6bnGICIi0pIO3gddCB4Yb2Y3Et0V9GTWse3YeJ7vZuU6ins60WjsR+o/rDPN09771c65C4jm9BYREem0YLkOqyq4S4iS8i+AD4GvZR07GWhxoY1sudagbwXu894vb0+EbVgB9Mnj+UREZBNWLE3cIYQZZjaSqGI7O4SQvXjTH4gWn2pTroPEbm5nfLnYn2gGLxERkU4roiZugK2IZqhcBmxI0CGEFufwbqojg8Ry1swIbogGiY0imsv6kkJ+voiIbEKKJD+b2QnA/UQzZdaY2QkhhKntPU9BEzTws2b21RJN//ld732uM5KJiIi0qohq0JcSVUBvBr4ZPy+uBN3SKG4REZF8K5Y+aGBb4PoQQsbMbgC+25GTtJmgnXOjgN2Bl733b3fkQ0RERAqtiGrQqRBCBiCEUGtmlR05SasJ2jnXqB3dOXeC977d1XQREZFCK6IEXWlm2WOsejR5TQjh522dpK0adF7a0UVERAqtiBL088DhWa//2+R1ADqdoLcFrvfeZ5xzHW5HFxERKbRiSdAhhM+2dMzMDKjO5TxtTbuSqp8xzHtfC3SoHV1ERGRTYmbbmdkJZrZr1r5jiWbQvCGXc7RVg650zjVqR2/yGu99m9V0ERGRQiuWGrSZnQTcR5Rjg5mdQ7QE5TFEyfnXuZynrQSdl3Z0ERGRQiuWBA38CPgB0TTZXwduIhq/tX0IYVmuJ2k1QXvvP9uJAEVERLpMEd0HPRL4bXwf9G+Aq4GvhhBWtOckHZqoxDlnwNHAed774zpyDhERkXwqohp09n3QNWa2sr3JGdqZoJ1zWwPnAF8lmgj8gfZ+oIiISCF0JEGb2WjgLmAg8BFwRghhTgtldwSmAzeHEC5o5bRN74OuKsR90PW15aOA8+LHJcBmwN7e+5ltvV9ERKQrdLAGPQG4KYRwj5mdDtwCHNK0kJml4mMP53DOpuO3XiDf90E75y4jqi1vTdTBfSLwODCfaBFqERGRotDeBG1mg4ExNCTPycCNZjYohLC4SfGLgMeAPvHWchyt3AfdHm3VoH9CVOU/PnuKT+dcPj5bREQkbzpQgx4OLAghpAFCCGkzWxjv35CgzWxP4EiiW6Uuy0+0bWsrQVcTrdv8qHPuFeB24F6i6rmIiEjRaJqgzWwcUQ6rNzGEMLE95zSzCmAicFacwDsdZ67aus3qXuBe59zORBd5BXAN0eIZDs3LLSIiRSI0yZ1xMm4tIc8HhppZKk6+KaIu3flZZbYCtgemxsl5M6IZO/uFEMZtdMY8amuqTwC89294778LDCVK1M8DjznnXihkcCIiIrkKZo22NsuHsAiYAYyNd40Fpmf3P4cQ5oUQtgghjAwhjAR+Bdxa6OQMOSboet779d77Sd77A4HdgH8XJiwREZH2aW+Cjp0PjDez2cD4+DVmNtXMunXAVYcmKgHw3r8OfCePsYiIiHRYpgP9wyGEWcC+zew/uoXyP273h3RQW7dZzaGNAWHe+9F5jaidnHO9gDuAvYE64ALv/WPNlPsWcHbWru2A//Pef88591mi/vTZ8bH13vuN/sNERKR4BYpmJrG8aKsG/dOs50Y04ffXCxdOh1wArPTej3LO7QA855wb5b1fnV3Ie/8b4DcAzrkKYAHRaiP1Xvfe6/4xEZESVURTfeZFW6O478p+7Zy7oem+InAK8BUA7/0c55wnmvHswVbecyzwvvfed0F8IiLSBTapBF0iRgDvZr2eR3STeWvOJmoWzzbaOTcNqAVuLsI/REREpBVK0F0sTpojWji8ZQfOtxXRPKtnZu2eBgz33q9wzm0LPOWcW+C9f6qFc2y4+X3IkCHtDUFERKRNRZ+gvfdjWjvunJsHbEPDtGwjgGdaectXgKne+yVZn7Ey6/k7zrmHgU8DzSZo7/2Gm9+rq6s1q5qISBFoOlFJqWvvKO5+zrnZ2WW6exQ3UV/zeYCPB4ntQ8NN5805C/hu9o64Vv2B9z445zYHjgAuLVC8IiJSAB25zaqYtWcUd7G6FrjTOfcmkAbGee9XATjnrgQWeu8nxK8/TbQKyRNNznEi8DXnXC3Rv8ld3vspXXUBIiLSeUnrg7YQ1ELbGdXV1WHSpEndHYaISKnJezb94fGvNEpo1zy8R0ln7LaauMsB897XZu07E9gL+If3/o+FDU9ERCQ3SWvibmsu7vuJ+mwBcM5dSjQ46gCiVa7OKWBsIiIiOQvWeCt1bSVoB2RPmzkeOCeecet04GuFCkxERKQ9AtZoK3VtJegB3vuFAPGa0P2BB+JjDwMjCxeaiIhI7jJmjbZS11aC/tg51yd+7oBXvffr4tdGCdxHLSIim4YOLjdZtNpK0M8BVznndiK61/gvWcd2BN4vVGAiIiLtsakl6AuBzwGvA/2AG7KOfRn4Z4HiEhERaZeMNd5KXVurWb0D7Oyc29x7v7TJ4WuAmoJFJiIi0g5JqDVny6kPuZnkjPd+ef7DERER6ZhMAkZuZ9MgLxERSYRNsgYtIiJS7JLQ75xNCVpERBIhCfc+Z2trFLeIiIh0AyVoERFJhI7cB21mo83sP2Y2O37coZkyZ5nZK2Y2w8xmmtm38h58M5SgRUQkETp4H/QE4KYQwmjgJuCWZsr8AdgzhLAXsD/wfTPbIx8xt0YJWkREEqG9i2WY2WBgDDA53jUZGGNmgxqdN4SVIYT6taZ7ARVAo7WnC0EJWkREEqEDi2UMBxaEENIA8ePCeH8jZnacmb0GvAtcG0KYmcfQm6UELSIiidA0QZvZODPzWdu4jp47hPBICGFXYDRQbWY75i/y5uk2KxERSYSm/c4hhInAxFbeMh8YamapEELazFLA1vH+ZoUQ5pnZC8AxwP86HXQrVIMWEZFEyGCNtraEEBYBM4Cx8a6xwPQQwuLscma2c9bzLYCDATVxi4iI5KKDy02eD4w3s9nA+Pg1ZjbVzFxcZpyZvWZmM4C/ATeGEP6a7/ibUhO3iIgkQkem+gwhzAL2bWb/0VnPv9upwDpICVpERBIhaVN9KkGLiEgiaLlJERGRIpROVn5WghYRkWRQE7eIiEgR0nrQIiIiRUh90CIiIkUorSbu4uKcOx34IbAL8B3v/Y2tlD0XuBAw4HHgW977TFvHREREuloSZhKbAZwK3NdaIefctsAVwH7ADvF2elvHRESkNHRwPeiiVfIJ2nv/qvf+daCt2u5JwMPe+8VxzfhW4JQcjomISAlIY422UlfyTdztMIJoHc9682hY87O1YyIiUgJ0H3QXc85NI0qgzdnSe5/uyngAnHPjgHEAQ4YM6eqPFxGRZug+6C7mvR+Tp1PNA7bJej2ChjU/WzvWXEwb1hitrq4OeYpPREQ6QaO4S9cfgH84534CfAScS8PAstaOiYhICajr7gDyrOQHiTnnxjrn3gO+BFzlnHvPObdLfOxK59z5AN77t4GrgOeBOcDbwD1tHRMRkdKQNmu0lToLQS20nVFdXR0mTZrU3WGIiJSavGfQ3b+5qFFCm3nj4JLO0ptSE7eIiCRYXQJurcqmBC0iIolQm6z8rAQtIiLJUJuAfudsStAiIpIItd0dQJ4pQYuISCKsUQ1aRESk+KxNVn5WghYRkWSoSdgo7pKfqERERASI7qzO3nJ5i9loM/uPmc2OH3dopsxlZvaamb1iZi+Z2ZF5jbsFStAiIrIpmwDcFEIYDdwE3NJMmReAfUIIewBnA/ebWc9CB6YELSIiyWDWeGuzuA0GxgCT412TgTFmNii7XAjhiRDCmvjlK0T184H5C7x5StAiIpJIZjbOzHzWNq5JkeHAghBCGiB+XBjvb8kZwFshhPcKE3UDDRITEZFkaFJrDiFsWBo4P6e3g4gWVjo8X+dsjWrQIiKSDO0fJDYfGGpmKYD4cet4f+NTm+1HtMrh8SGE/+Up4lYpQYuISEK0L0OHEBYBM4Cx8a6xwPQQwuJGZzXbB7gfOCmEMC2fEbdGCVpERJKhA7dZAecD481sNjA+fo2ZTTUzF5e5GegJ3GJmM+Jt93yG3hz1QYuISDJ0YJ6SEMIsYN9m9h+d9XyfTsXVQUrQIiKSEMmaSUwJWkREkiFZ+VkJWkREkiJZGVoJWkREkiFZ+VkJWkREEkIJWkREpBglK0MrQYuISDIkKz8rQYuISELksIJVKdFMYiIiIkVICVpERKQIqYlbRESSIVkt3ErQIiKSFMnK0ErQIiKSDMnKz8lI0M6504EfArsA3/He39hCuS8AlwNVRP+Vt3vvr4+PnQn8CpgbF3/He//FwkYuIiJ5owRdlGYApwIXtVHuA+BY7/1C51x/4CXn3Ave++fi4095708qZKAiIlIoycrQiUjQ3vtXAZxzmTbK/Tfr+Qrn3BvANsBzLb9LRERKQrLyczISdEc453YCPgWcl7X7IOfcDGAl8Avv/Z9beO84YBzAkCFDCh2qiIhsgkoiQTvnpgEjWji8pfc+3c7zbQVMAb7uvV8Y734MuN97v9Y59wngcefcwd77N5q+33s/EZgIUF1dHdrz2SIiUiCqQXc97/2YfJ3LOTcYeAq4xnv/YNZnLMl6Pt059y/gk8BGCVpERIqQpvosXc65gcCTwI3e+9uaHBua9XwboubvV7o2QhERkUhJ1KDb4pwbC1wLDAC+4Jy7CDjCe/+6c+5KYKH3fgLRKO/RwHnOufq+51977+8AvhHfhlUX77/Eez+9a69EREQ6LFkVaCwEdaF2RnV1dZg0aVJ3hyEiUmrynk7tyvWNElq4vKqkU/Ym1cQtIiIJZk22XN5iNtrM/mNms+PHHZopc4SZeTNbb2bX5TXmVihBi4jIpmwCcFMIYTRwE3BLM2XeBs4h6krtMkrQUjQyIXDdf9Oc9ec6nprb6pwzIiIba2cN2swGA2OAyfGuycAYMxuUXS6E8GYIYQYNY5S6hBK0FI0bXsjwg2cz3Plq4PMPpZm9VOMjRKTjzGxc3DRdv41rUmQ4sCCEkAaIHxfG+7tdIkZxSzK8uqQhIdekYfbSwOjNS3qMh4h0pSb3QYcQNkwqVYpUg5ai8eVdyqiIfyJHDYADhik5i0hBzQeGmlkKIH7cOt7f7VSDlqJx+LZlzDzbmL0s8JlhxmY9lKBFpB3a+ZURQlhkZjOAscA98eP0EMLi/AfXfqpBS1HZcaBx7KgyJWcR6SrnA+PNbDYwPn6NmU01Mxc/P8DM3gO+B5xnZu+Z2ZGFDkw1aBERSYYO/F0fQpgF7NvM/qOznv8TGNaZ0DpCCVpERBIiWS1vStAiIpIMycrP6oMWEREpRqpBi4hIMqgGLSIiIoWmGrSIiCSDatAiIiJSaKpBi4hIMliyqtBK0CIikgzJys9YCFrSrzOcc4uBd3MsvgWwpIDhFKNN8Zph07zuTfGaYdO87nxc8xLv/efyEUxSKUF3Ieec99677o6jK22K1wyb5nVvitcMm+Z1b4rX3B00SExERKQIKUGLiIgUISXorjWxuwPoBpviNcOmed2b4jXDpnndm+I1dzn1QYuIiBQh1aBFRESKkO6DzjPn3GjgLmAg8BFwhvd+TpMyKeA3wOeAAFztvf+/ro41n3K87suAU4E0UAtc4r1/oqtjzZdcrjmr7I7AdOBm7/0FXRdlfuV6zc65k4HLiO5MDcBh3vsPuzLWfMrx53swcAcwHKgAngG+5b2v6+JwO805dx1wIjAS2N17/2ozZRL3PVZsVIPOvwnATd770cBNwC3NlPkyMArYAdgP+LFzbmSXRVgYuVz3C8A+3vs9gLOB+51zPbswxnzL5Zrrv8huAR7uwtgKpc1rds454MfA4d773YADgBVdGWQB5PJ/fQnwRvzzvQewN3BC14WYVw8DB9L6HA9J/B4rKkrQeRT/BT0GmBzvmgyMcc4NalL0FOBW733Ge7+Y6JfhS10XaX7let3e+ye892vil68Q1a4GdlmgedSO/2uAi4DHgNldFF5BtOOavwtc573/AMB7v8J7v67rIs2vdlx3APo658qAKqASWNBlgeaR9/6f3vv5bRRL1PdYMVKCzq/hwALvfRogflwY7882gsZ/mc5rpkwpyfW6s50BvOW9f68L4iuEnK7ZObcncCTwyy6PMP9y/X/eBdjOOfcP59w059ylzrlSnoQx1+u+ChgNvA98ADzhvf9XVwbaxZL2PVZ0lKClyznnDiL6Mhvb3bEUknOuguh2lPPrv9w3ESmiJt7DgYOAo4Dqbo2oa3yJqGVoK2AocKBz7qTuDUlKmRJ0fs0HhsZ9jvV9j1vH+7PNA7bJej2imTKlJNfrxjm3H3APcLz3/n9dGmV+5XLNWwHbA1Odc3OB7wDnOudK9R7S9vx8P+S9X++9XwVMAT7ZpZHmV67XPR64N27yXUF03Qd3aaRdK2nfY0VHCTqPvPeLgBk01AzHAtPj/plsDxJ9UZfF/VjHAw91XaT5let1O+f2Ae4HTvLeT+vaKPMrl2v23s/z3m/hvR/pvR8J/Iqoz25clwecB+34+b4POMI5Z3ErwqHAy10XaX6147rfIRrRjHOuEjgM2Gj0c4Ik6nusGClB59/5wHjn3Gyiv6jPB3DOTY1HtwJMAt4G5gDPA1d679/pjmDzKJfrvhnoCdzinJsRb7t3T7h5kcs1J00u1/x7YBHwOlFiew24rRtizadcrvs7wGecczOJrns2cGt3BNtZzrnfOOfeA4YBTznnXov3J/17rKhoJjEREZEipBq0iIhIEVKCFhERKUJK0CIiIkVICVpERKQIKUGLiIgUISVoERGRIqTlJkVKSDwj2aXe+3ua2X878MN4lwG9gDVEizgAXAv8ADjOe/901nuPAP4AjGlpuUwR6XpK0CLJ8bb3vg+Ac24Y0bSLu3rv59YXcM59CNzlnNvde7/cObc50RrG31FyFikuauIW2YR47ycA04Hfxbt+BzzvvS/1mb5EEkc1aJFNz1eBmc65ycABRCtPiUiRUQ1aZBMTL/JwHnAqcK73/qNuDklEmqEELVJaaoGKZvZXxMdyVb+61CudjkhECkIJWqS0zAVGZe9wzvUBhhCtLCQiCaE+aJHScifwK+fcX4B/A/2A64CZRIO/RCQhVIMWKSHe+3uBS4CbgKXAq0RrbB/rva/rzthEJL+0HrSIiEgRUg1aRESkCClBi4iIFCElaBERkSKkBC0iIlKElKBFRESKkBK0iIhIEVKCFhERKUJK0CIiIkVICVpERKQI/X+ODnur6eXW5wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature = 'UTY'\n",
    "interaction_feature = 'RPS4Y1'\n",
    "shap.dependence_plot(feature, shap_values_genes, X_test_orig[:100], interaction_index=interaction_feature)\n",
    "shap.dependence_plot(feature, primal_effects_genes, X_test_orig[:100], interaction_index=interaction_feature)\n",
    "shap.dependence_plot(feature, interaction_effects_genes, X_test_orig[:100], interaction_index=interaction_feature)"
   ]
  }
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